💙파이썬

import numpy as np
import tensorflow as tf
import matplotlib.pyplot as plt

%matplotlib inline

from tensorflow.keras import datasets

my_string = "i will be an ai expert"

print(my_string.split('a', maxsplit=1))
print(my_string.split('a',maxsplit=-1))
print(my_string.rsplit('a',maxsplit=1))

print(my_string.find('l'))
print(my_string.find('1'))
print(my_string.rfind('l'))
print(my_string.find('be', 6, 11)) #6번과 11번 사이에서 찾아줌.

print(my_string.index('l'))
#print(my_string.index('1')) --> 에러남

x = '   abc   '
print( x.strip() )
x = '***a**bc**'
print( x.strip('*') )
x = '***!a*!*bc**'
print( x.strip('*!') ) #strip은 strip이란 메소드 안에 들어간 어떠한 char로든 다 앞뒤로 빼줌.

y = 'I would like to learn deep learning'
print( y.replace('deep learning', 'ML') )
print( y.replace('python', 'ML') )

z = 'Abcdef3'
print( z.isnumeric() )
print( z.isalpha() )
print( z.isalnum() )

z1 = 'Abc def1'
print( z1.istitle() )
print( z1.title() )
print( z1.swapcase() )

x1 = ' '
print( x1.isspace() )

['i will be ', 'n ai expert']
['i will be ', 'n ', 'i expert']
['i will be an ', 'i expert']
4
-1
5
7
4
abc
a**bc
a*!*bc
I would like to learn ML
I would like to learn deep learning
False
False
True
False
Abc Def1
aBC DEF1
True

a = 3 + 5j
print( type(a) )
print( a.conjugate() )
print( a.imag ) #이건 method가 아니라 attribute임.
print( a.real ) 

a = 3
print( type(a) )
print( a.conjugate() )
print( a.denominator ) #분모
print( a.numerator ) #분자

<class 'complex'>
(3-5j)
5.0
3.0
<class 'int'>
3
1
3

a = 3
b = 4
c = 5
print( a, b, c )

# print( somethign you want to print, sep(default는 space), end(default는 newline))
print( a, b, c, sep=' ', end='\n' )
print( a, b, c, sep='         ' )
print( a, b, c, sep='ccc' )
print( a, b, c, sep='\t' )
print( a, b, c, sep='\n' )

print("let's learn about end")
print( c, end=' ')
print( b, end='\t')

3 4 5
3 4 5
3         4         5
3ccc4ccc5
3	4	5
3
4
5
let's learn about end
5 4	

#format method
name = 'Gyurin'
location = 'Daejeon'
ID = 2019103877
print( "My name is", name, "in", location, "with ID", ID )
print( "My name is {} in {} with ID {}".format(name, location, ID) )
print( "My name is {2} in {1} with ID {0}".format(name, location, ID) )
print( f"My name is {name} in {location} with ID {ID}" ) #f-string

My name is Gyurin in Daejeon with ID 2019103877
My name is Gyurin in Daejeon with ID 2019103877
My name is 2019103877 in Daejeon with ID Gyurin
My name is Gyurin in Daejeon with ID 2019103877

a = 100/3
print( a )
print( f"The length is {a} meter" )
print( f"The length is {a:.2f} meter" ) #2는 precision
print( f"The length is {a:10.2f} meter" ) #10은 minimum length to represent the number, 33.33의 5개 제외하고 5blank 생김.
print( f"The length is {a:15.2f} meter" )

33.333333333333336
The length is 33.333333333333336 meter
The length is 33.33 meter
The length is      33.33 meter
The length is           33.33 meter

x=5
y=7
z=x/y
print("{} is divided by {} is {}".format(x, y, z)) #format
print("{} is divided by {} is {:.3}".format(x, y, z))
print(f"{x} is divided by {y} is {z:.3}") #f-string
print("%d is divided by %d is %.3f" %(x,y,z)) #old style, placeholder

5 is divided by 7 is 0.7142857142857143
5 is divided by 7 is 0.714
5 is divided by 7 is 0.714
5 is divided by 7 is 0.714

student = [100, 99, 45, 'james', 87.5]
print(type(student))
print(student[0])
print(student[-1])
print(student[0:4:2])

<class 'list'>
100
87.5
[100, 45]

my_list = [10, 20, 30]
your_list = [40, 50, 60]
print(my_list+your_list)
print(my_list * 3)
print(len(my_list))

[10, 20, 30, 40, 50, 60]
[10, 20, 30, 10, 20, 30, 10, 20, 30]
3

#built-in function : print, type, len, input

#list는 mutable, string은 immutable

my_string = "hello"
print(id(my_string))
my_string = "hello2"
print(id(my_string))

140264360555184
140262682215024

a=3
print(id(a))
a=5
print(id(a))

93872585935424
93872585935488

my_list = [10,20,30]
my_list.append(40) #이게 return하는 건 없다.
your_list = my_list.append(40)
print(my_list)
print(your_list)

my_string = 'hello'
your_string = my_string.upper()
print(your_string)
print(my_string)

[10, 20, 30, 40, 40]
None
HELLO
hello

import pandas as pd
a = pd.DataFrame( [[50, 60, 70], [10,20,30]])
a

	0	1	2
0	50	60	70
1	10	20	30

type(a)

pandas.core.frame.DataFrame

a.sort_values(by=0, inplace=True)
a

	0	1	2
1	10	20	30
0	50	60	70

b = a.sort_values(by=0, inplace=False)
a

	0	1	2
1	10	20	30
0	50	60	70

my_list = [10,20,30]
my_list.insert(1,100) #근데 append가 훨씬 많이 쓰인다.
my_list

[10, 100, 20, 30]

my_list = [10,20,30]
my_list.pop()

30

my_list

[10, 20]

my_list=[10,20,30]
my_list.pop(0)

10

my_list

[20, 30]

my_list=[10,20,30,20,30,40,20,50,80]
my_list.remove(20)

my_list

[10, 30, 20, 30, 40, 20, 50, 80]

my_list.clear()

my_list

[]

a = [10,20,30]
b=a
a

[10, 20, 30]

b

[10, 20, 30]

a[0]=100

a

[100, 20, 30]

b

[100, 20, 30]

id(a)

140262682704304

id(b)

140262682704304

a=[10,20,30]
b=a.copy()

a

[10, 20, 30]

b

[10, 20, 30]

a[0]=100
a

[100, 20, 30]

b

[10, 20, 30]

id(a)

140262681957552

id(b)

140262682137216

my_list=[10,20,30,10]
my_list.count(10)

2

my_list.index(10)

0

your_list = [20,40,50]
my_list.extend(your_list)
my_list

[10, 20, 30, 10, 20, 40, 50]

my_list.sort()

my_list

[10, 10, 20, 20, 30, 40, 50]

my_list.sort(reverse=True)

my_list

[50, 40, 30, 20, 20, 10, 10]

my_list = [10,30,20,40,50]
my_list.reverse()
my_list

[50, 40, 20, 30, 10]

my_list = [10,30,20,40,50]
my_list = my_list[::-1]
my_list

[50, 40, 20, 30, 10]

my_list = [10,30,20,40,50]
sum(my_list)

150

max(my_list)

50

min(my_list)

10

a=[10,20,30]
b=[20,50,60]
c=a+b
c

[10, 20, 30, 20, 50, 60]

import numpy as np

a = np.array([10,20,30])
b = np.array([40,50,60])
c = a+b
c

array([50, 70, 90])

c = a*b
c

array([ 400, 1000, 1800])

a = a.reshape((3,1))
a

array([[10],
       [20],
       [30]])

b = b.reshape(1,3)
b

array([[40, 50, 60]])

np.matmul(a,b)

array([[ 400,  500,  600],
       [ 800, 1000, 1200],
       [1200, 1500, 1800]])

import numpy as np

array1=np.array([10,20,30])
array2=np.array([40,50,60])

print(type(array1))
print(type(array2))

array_sum = array1+array2
print(array_sum)

array_mul = array1 * array2
print(array_mul)

array1_mul = array1 * 3
print(array1_mul)

print(array1_mul * array1)
array3 = np.array([40,50,60,70])
# print(array1 * array3) #앞의 것 렬, 뒤의 것 행 개수 안맞아서 오류.

<class 'numpy.ndarray'>
<class 'numpy.ndarray'>
[50 70 90]
[ 400 1000 1800]
[30 60 90]
[ 300 1200 2700]

array1 = np.array([ [10,20,30], [1,2,3] ] )
print(array1.shape)

array2 = np.array( [ [10,1], [20,2], [30,3] ] )
print(array2.shape)

array_mul = np.matmul(array1, array2)
print(array_mul)

(2, 3)
(3, 2)
[[1400  140]
 [ 140   14]]

• Why do we need matrix computation?
• DL(deep learning) is all about matrix computation.
• Find optimized weight values based on Data.
• CT(single data)는 2차원 이미지이고, 이걸 model에 넣음. 이 single data는 또 동시에 3 dimension(R,G,B channel) 임.
• Data1, Data2, ..., Data128을 Batch라고 함. 이게 Million data임.
• 한 batch가 model로 가고, optimize 한다.
• single data 예는 ( , 10, 100, 100)이고, data가 128개므로 batch는 (128, 10,100, 100)로, 4D임.
• one single data (3D image)가 30frames/second. 즉, (300, 100, 100, 10)가 1 single video data임. 10은 channel.
• 그 single video data가 128쌍, 그게 1 batch. 즉, 1 batch는 (128,300,100,100,10)로, 5D임.
• python의 list는 행렬 못다룸. 그래서 우리가 numpy 배우는 거임.

my_tuple = (10,20,30)
print(type(my_tuple))

my_list = [10,20,30]
print(type(my_list))

my_tupe = 10,20,30
print(my_tuple)
print(type(my_tuple))

another_tuple = tuple(my_list)
print(type(another_tuple))

another_list = list(another_tuple)
print(type(another_list))

print(len(my_tuple))

<class 'tuple'>
<class 'list'>
(10, 20, 30)
<class 'tuple'>
<class 'tuple'>
<class 'list'>
3

a = [] #initialize
print(type(a))
b=()
print(type(b))

<class 'list'>
<class 'tuple'>

#indexing and slicing

my_tuple = (10,20,30,40)
print( my_tuple[0] )
print( my_tuple[1] )
print( my_tuple[-1] )

print( my_tuple[0:3] )
print( my_tuple[ : ] )
print( my_tuple[ :3] )
print( my_tuple[ : : -1] )

10
20
40
(10, 20, 30)
(10, 20, 30, 40)
(10, 20, 30)
(40, 30, 20, 10)

Tuple is immutable (unchangeable)

# my_tuple[0] = 100 #하면 에러남.

Operation +와*

my_tuple = (10,20,30,40)
your_tuple = (1,2,3,4)

print( my_tuple + your_tuple )
print( my_tuple * 3 )
print( my_tuple.count(10) )
print( my_tuple.index(10) )

(10, 20, 30, 40, 1, 2, 3, 4)
(10, 20, 30, 40, 10, 20, 30, 40, 10, 20, 30, 40)
1
0

Nested list, Nested tuple

nested_list = [[1,2, [3, 7] ], [4,5], 6]
print( type(nested_list) )
print( nested_list[0] )
print( nested_list[0][0] )

<class 'list'>
[1, 2, [3, 7]]
1

nested_tuple = ( (1,2,(3,6)), (4,5), 6)
print( type(nested_tuple) )
print( nested_tuple[0] )
print( nested_tuple[0][0] )
print( nested_tuple[0][2][1] )

<class 'tuple'>
(1, 2, (3, 6))
1
6

array1 = np.array( [[1,2,3], [10,20,30]])
print(array1)
print(array1.shape)
print(array1[0])
print(array1[0][0])

[[ 1  2  3]
 [10 20 30]]
(2, 3)
[1 2 3]
1

my_list = [ [1,2,3], (4,5), 6, 7 ]
print( type(my_list) )
print( my_list[0] )
print( type(my_list[0]) )
print( my_list[1] )
print( type(my_list[1]) ) 
print( my_list[2] )
print( type(my_list[2]) ) 

<class 'list'>
[1, 2, 3]
<class 'list'>
(4, 5)
<class 'tuple'>
6
<class 'int'>

Set is unordered collections of unique elements. no indexing, no slicing.

my_set = {1,2,3,4,5}
print( type(my_set) )
my_set = {1,2,3,4,5, 1,2,1,2,1,1,1,1,1}
print( my_set )
print( type(my_set) )

<class 'set'>
{1, 2, 3, 4, 5}
<class 'set'>

my_set = { }
print( type(my_set) )

<class 'dict'>

my_dic = {'eng':100, 'math':50, 'science':20}
print( type(my_dic) )

<class 'dict'>

my_set = { 1,2,3,4,5, 'hello', (1,2,3), 1,2,3,4 }
print( len(my_set) )

7

Indexing, slicing, operations +와* are not available for set.

set1 = {1,2,3}
set2 = {10,20,30}

set1.add(4) #set is muttable
print( set1 )

set1.add(1)
print( set1 )

set1.update( set2 ) #update란 method 안에는 element가 아니라 set을 써야함.
print( set1 )

set1.update( 'god' ) #update에 string 넣으면 g, o, d가 split 되어서 set1에 들어감.
print( set1 )

{1, 2, 3, 4}
{1, 2, 3, 4}
{1, 2, 3, 4, 20, 10, 30}
{1, 2, 3, 4, 10, 20, 30, 'g', 'o', 'd'}

immutable : Tuple, Number, String

mutable : List, Set

💙 9월 28일 화 (week 4_2)

💚 파이썬

set은 index 없고, +, * 안된다.

set은 add(), update()란 메소드 있다. a.add(2), a.update({6})

remove(), discard()도 있다. a.remove(4), a.discard({2,3})

remove는 없는 거 뺄려고 하면 에러남, discard는 에러 안남.

tuple은 두가지 메소드만 : index(), count()

list는 11 method : append, extend, inset 등

a = [1,2,3,4]
a.append([5,6,7])
a

[1, 2, 3, 4, [5, 6, 7]]

union (합집합)

intersection (교집합)

difference (차집합)

a = {1,2,3}
b = {3,4,5}
c = a.union(b)
print(a)
print(c)

{1, 2, 3}
{1, 2, 3, 4, 5}

a = {1,2,3}
b = {3,4,5}
# c = a.union_update(b) # update() = union_update()라서 이런 건 없는거다 그냥.
print(a)
print(c)

{1, 2, 3}
{1, 2, 3, 4, 5}

a = {1,2,3}
b = {3,4,5}
c = a.intersection(b)
print(a)
print(c)

{1, 2, 3}
{3}

a = {1,2,3}
b = {3,4,5}
c = a.intersection_update(b)
print(a)
print(c)

{3}
None

a = {1,2,3}
b = {3,4,5}
c = a.difference(b)
print(a)
print(c)

{1, 2, 3}
{1, 2}

a = {1,2,3}
b = {3,4,5}
c = a.difference_update(b)
print(a)
print(c)

{1, 2}
None

subset (부분집합)

issubset()이라는 메소드

a = {1,2,3}
b = {1}
b.issubset(a)

True

set은 index()와 count()가 없다. count는 {89}.issubset(a)로 대체 가능하니까!

Dictionary : a value is retrieved by a key. it is unordered.

a = {key:value, key:value}

key는 list, tuple, string 등 아무거나 다 됨.

a = { 'a' : 1, 'b' : 2 }
print( a['a'] )
print( a['b'] )

1
2

can't do slicing for a dictionary.

+, *도 안된다. 이거는 list, tuple만 되는 애들임.

dict의 메소드 :

keys()

values()

items()

get()

clear()

dica = { 'a' : 1, 'b' : 2 }
print( dica.keys() )
print( dica.values() )
print( dica.items() )

dict_keys(['a', 'b'])
dict_values([1, 2])
dict_items([('a', 1), ('b', 2)])

dica = { 'a' : 1, 'b' : 2 }
for i in a.values():
  print(i)
for i in a.items():
  print(i)

1
2
('a', 1)
('b', 2)

dica = { 'a' : 1, 'b' : 2 }
print( dica['a'] )
# print( dica['d'] ) #에러
print( dica.get('a') )
print( dica.get('d') )

1
1
None

dica = { 'a' : 1, 'b' : 2 }
dica.clear()
print( dica )

{}

dica = { 'a' : 1, 'b' : 2 }
dicb = dica
print( dica )
print( dicb )
dica.clear()
print( dica )
print( dicb )

{'a': 1, 'b': 2}
{'a': 1, 'b': 2}
{}
{}

💚 AI

이제부터 simple ai model 배울거다.

tensorflow 는 library이고 여러 package 있다. 그중 한 패키지가 keras임.

from tensorflow import keras

keras.datasets.imdb.load_data()

Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/imdb.npz
17465344/17464789 [==============================] - 0s 0us/step
17473536/17464789 [==============================] - 0s 0us/step

((array([list([1, 14, 22, 16, 43, 530, 973, 1622, 1385, 65, 458, 4468, 66, 3941, 4, 173, 36, 256, 5, 25, 100, 43, 838, 112, 50, 670, 22665, 9, 35, 480, 284, 5, 150, 4, 172, 112, 167, 21631, 336, 385, 39, 4, 172, 4536, 1111, 17, 546, 38, 13, 447, 4, 192, 50, 16, 6, 147, 2025, 19, 14, 22, 4, 1920, 4613, 469, 4, 22, 71, 87, 12, 16, 43, 530, 38, 76, 15, 13, 1247, 4, 22, 17, 515, 17, 12, 16, 626, 18, 19193, 5, 62, 386, 12, 8, 316, 8, 106, 5, 4, 2223, 5244, 16, 480, 66, 3785, 33, 4, 130, 12, 16, 38, 619, 5, 25, 124, 51, 36, 135, 48, 25, 1415, 33, 6, 22, 12, 215, 28, 77, 52, 5, 14, 407, 16, 82, 10311, 8, 4, 107, 117, 5952, 15, 256, 4, 31050, 7, 3766, 5, 723, 36, 71, 43, 530, 476, 26, 400, 317, 46, 7, 4, 12118, 1029, 13, 104, 88, 4, 381, 15, 297, 98, 32, 2071, 56, 26, 141, 6, 194, 7486, 18, 4, 226, 22, 21, 134, 476, 26, 480, 5, 144, 30, 5535, 18, 51, 36, 28, 224, 92, 25, 104, 4, 226, 65, 16, 38, 1334, 88, 12, 16, 283, 5, 16, 4472, 113, 103, 32, 15, 16, 5345, 19, 178, 32]),
         list([1, 194, 1153, 194, 8255, 78, 228, 5, 6, 1463, 4369, 5012, 134, 26, 4, 715, 8, 118, 1634, 14, 394, 20, 13, 119, 954, 189, 102, 5, 207, 110, 3103, 21, 14, 69, 188, 8, 30, 23, 7, 4, 249, 126, 93, 4, 114, 9, 2300, 1523, 5, 647, 4, 116, 9, 35, 8163, 4, 229, 9, 340, 1322, 4, 118, 9, 4, 130, 4901, 19, 4, 1002, 5, 89, 29, 952, 46, 37, 4, 455, 9, 45, 43, 38, 1543, 1905, 398, 4, 1649, 26, 6853, 5, 163, 11, 3215, 10156, 4, 1153, 9, 194, 775, 7, 8255, 11596, 349, 2637, 148, 605, 15358, 8003, 15, 123, 125, 68, 23141, 6853, 15, 349, 165, 4362, 98, 5, 4, 228, 9, 43, 36893, 1157, 15, 299, 120, 5, 120, 174, 11, 220, 175, 136, 50, 9, 4373, 228, 8255, 5, 25249, 656, 245, 2350, 5, 4, 9837, 131, 152, 491, 18, 46151, 32, 7464, 1212, 14, 9, 6, 371, 78, 22, 625, 64, 1382, 9, 8, 168, 145, 23, 4, 1690, 15, 16, 4, 1355, 5, 28, 6, 52, 154, 462, 33, 89, 78, 285, 16, 145, 95]),
         list([1, 14, 47, 8, 30, 31, 7, 4, 249, 108, 7, 4, 5974, 54, 61, 369, 13, 71, 149, 14, 22, 112, 4, 2401, 311, 12, 16, 3711, 33, 75, 43, 1829, 296, 4, 86, 320, 35, 534, 19, 263, 4821, 1301, 4, 1873, 33, 89, 78, 12, 66, 16, 4, 360, 7, 4, 58, 316, 334, 11, 4, 1716, 43, 645, 662, 8, 257, 85, 1200, 42, 1228, 2578, 83, 68, 3912, 15, 36, 165, 1539, 278, 36, 69, 44076, 780, 8, 106, 14, 6905, 1338, 18, 6, 22, 12, 215, 28, 610, 40, 6, 87, 326, 23, 2300, 21, 23, 22, 12, 272, 40, 57, 31, 11, 4, 22, 47, 6, 2307, 51, 9, 170, 23, 595, 116, 595, 1352, 13, 191, 79, 638, 89, 51428, 14, 9, 8, 106, 607, 624, 35, 534, 6, 227, 7, 129, 113]),
         ...,
         list([1, 11, 6, 230, 245, 6401, 9, 6, 1225, 446, 86527, 45, 2174, 84, 8322, 4007, 21, 4, 912, 84, 14532, 325, 725, 134, 15271, 1715, 84, 5, 36, 28, 57, 1099, 21, 8, 140, 8, 703, 5, 11656, 84, 56, 18, 1644, 14, 9, 31, 7, 4, 9406, 1209, 2295, 26094, 1008, 18, 6, 20, 207, 110, 563, 12, 8, 2901, 17793, 8, 97, 6, 20, 53, 4767, 74, 4, 460, 364, 1273, 29, 270, 11, 960, 108, 45, 40, 29, 2961, 395, 11, 6, 4065, 500, 7, 14492, 89, 364, 70, 29, 140, 4, 64, 4780, 11, 4, 2678, 26, 178, 4, 529, 443, 17793, 5, 27, 710, 117, 74936, 8123, 165, 47, 84, 37, 131, 818, 14, 595, 10, 10, 61, 1242, 1209, 10, 10, 288, 2260, 1702, 34, 2901, 17793, 4, 65, 496, 4, 231, 7, 790, 5, 6, 320, 234, 2766, 234, 1119, 1574, 7, 496, 4, 139, 929, 2901, 17793, 7750, 5, 4241, 18, 4, 8497, 13164, 250, 11, 1818, 7561, 4, 4217, 5408, 747, 1115, 372, 1890, 1006, 541, 9303, 7, 4, 59, 11027, 4, 3586, 22459]),
         list([1, 1446, 7079, 69, 72, 3305, 13, 610, 930, 8, 12, 582, 23, 5, 16, 484, 685, 54, 349, 11, 4120, 2959, 45, 58, 1466, 13, 197, 12, 16, 43, 23, 21469, 5, 62, 30, 145, 402, 11, 4131, 51, 575, 32, 61, 369, 71, 66, 770, 12, 1054, 75, 100, 2198, 8, 4, 105, 37, 69, 147, 712, 75, 3543, 44, 257, 390, 5, 69, 263, 514, 105, 50, 286, 1814, 23, 4, 123, 13, 161, 40, 5, 421, 4, 116, 16, 897, 13, 40691, 40, 319, 5872, 112, 6700, 11, 4803, 121, 25, 70, 3468, 4, 719, 3798, 13, 18, 31, 62, 40, 8, 7200, 4, 29455, 7, 14, 123, 5, 942, 25, 8, 721, 12, 145, 5, 202, 12, 160, 580, 202, 12, 6, 52, 58, 11418, 92, 401, 728, 12, 39, 14, 251, 8, 15, 251, 5, 21213, 12, 38, 84, 80, 124, 12, 9, 23]),
         list([1, 17, 6, 194, 337, 7, 4, 204, 22, 45, 254, 8, 106, 14, 123, 4, 12815, 270, 14437, 5, 16923, 12255, 732, 2098, 101, 405, 39, 14, 1034, 4, 1310, 9, 115, 50, 305, 12, 47, 4, 168, 5, 235, 7, 38, 111, 699, 102, 7, 4, 4039, 9245, 9, 24, 6, 78, 1099, 17, 2345, 16553, 21, 27, 9685, 6139, 5, 29043, 1603, 92, 1183, 4, 1310, 7, 4, 204, 42, 97, 90, 35, 221, 109, 29, 127, 27, 118, 8, 97, 12, 157, 21, 6789, 85010, 9, 6, 66, 78, 1099, 4, 631, 1191, 5, 2642, 272, 191, 1070, 6, 7585, 8, 2197, 70907, 10755, 544, 5, 383, 1271, 848, 1468, 12183, 497, 16876, 8, 1597, 8778, 19280, 21, 60, 27, 239, 9, 43, 8368, 209, 405, 10, 10, 12, 764, 40, 4, 248, 20, 12, 16, 5, 174, 1791, 72, 7, 51, 6, 1739, 22, 4, 204, 131, 9])],
        dtype=object), array([1, 0, 0, ..., 0, 1, 0])),
 (array([list([1, 591, 202, 14, 31, 6, 717, 10, 10, 18142, 10698, 5, 4, 360, 7, 4, 177, 5760, 394, 354, 4, 123, 9, 1035, 1035, 1035, 10, 10, 13, 92, 124, 89, 488, 7944, 100, 28, 1668, 14, 31, 23, 27, 7479, 29, 220, 468, 8, 124, 14, 286, 170, 8, 157, 46, 5, 27, 239, 16, 179, 15387, 38, 32, 25, 7944, 451, 202, 14, 6, 717]),
         list([1, 14, 22, 3443, 6, 176, 7, 5063, 88, 12, 2679, 23, 1310, 5, 109, 943, 4, 114, 9, 55, 606, 5, 111, 7, 4, 139, 193, 273, 23, 4, 172, 270, 11, 7216, 10626, 4, 8463, 2801, 109, 1603, 21, 4, 22, 3861, 8, 6, 1193, 1330, 10, 10, 4, 105, 987, 35, 841, 16873, 19, 861, 1074, 5, 1987, 17975, 45, 55, 221, 15, 670, 5304, 526, 14, 1069, 4, 405, 5, 2438, 7, 27, 85, 108, 131, 4, 5045, 5304, 3884, 405, 9, 3523, 133, 5, 50, 13, 104, 51, 66, 166, 14, 22, 157, 9, 4, 530, 239, 34, 8463, 2801, 45, 407, 31, 7, 41, 3778, 105, 21, 59, 299, 12, 38, 950, 5, 4521, 15, 45, 629, 488, 2733, 127, 6, 52, 292, 17, 4, 6936, 185, 132, 1988, 5304, 1799, 488, 2693, 47, 6, 392, 173, 4, 21686, 4378, 270, 2352, 4, 1500, 7, 4, 65, 55, 73, 11, 346, 14, 20, 9, 6, 976, 2078, 7, 5293, 861, 12746, 5, 4182, 30, 3127, 23651, 56, 4, 841, 5, 990, 692, 8, 4, 1669, 398, 229, 10, 10, 13, 2822, 670, 5304, 14, 9, 31, 7, 27, 111, 108, 15, 2033, 19, 7836, 1429, 875, 551, 14, 22, 9, 1193, 21, 45, 4829, 5, 45, 252, 8, 12508, 6, 565, 921, 3639, 39, 4, 529, 48, 25, 181, 8, 67, 35, 1732, 22, 49, 238, 60, 135, 1162, 14, 9, 290, 4, 58, 10, 10, 472, 45, 55, 878, 8, 169, 11, 374, 5687, 25, 203, 28, 8, 818, 12, 125, 4, 3077]),
         list([1, 111, 748, 4368, 1133, 33782, 24563, 4, 87, 1551, 1262, 7, 31, 318, 9459, 7, 4, 498, 5076, 748, 63, 29, 5161, 220, 686, 10941, 5, 17, 12, 575, 220, 2507, 17, 6, 185, 132, 24563, 16, 53, 928, 11, 51278, 74, 4, 438, 21, 27, 10044, 589, 8, 22, 107, 20123, 19550, 997, 1638, 8, 35, 2076, 9019, 11, 22, 231, 54, 29, 1706, 29, 100, 18995, 2425, 34, 12998, 8738, 48078, 5, 19353, 98, 31, 2122, 33, 6, 58, 14, 3808, 1638, 8, 4, 365, 7, 2789, 3761, 356, 346, 4, 27608, 1060, 63, 29, 93, 11, 5421, 11, 15236, 33, 6, 58, 54, 1270, 431, 748, 7, 32, 2580, 16, 11, 94, 19469, 10, 10, 4, 993, 45222, 7, 4, 1766, 2634, 2164, 24563, 8, 847, 8, 1450, 121, 31, 7, 27, 86, 2663, 10760, 16, 6, 465, 993, 2006, 30995, 573, 17, 61862, 42, 4, 17345, 37, 473, 6, 711, 6, 8869, 7, 328, 212, 70, 30, 258, 11, 220, 32, 7, 108, 21, 133, 12, 9, 55, 465, 849, 3711, 53, 33, 2071, 1969, 37, 70, 1144, 4, 5940, 1409, 74, 476, 37, 62, 91, 1329, 169, 4, 1330, 10104, 146, 655, 2212, 5, 258, 12, 184, 10104, 546, 5, 849, 10333, 7, 4, 22, 1436, 18, 631, 1386, 797, 7, 4, 8712, 71, 348, 425, 4320, 1061, 19, 10288, 5, 12141, 11, 661, 8, 339, 17863, 4, 2455, 11434, 7, 4, 1962, 10, 10, 263, 787, 9, 270, 11, 6, 9466, 4, 61862, 48414, 121, 4, 5437, 26, 4434, 19, 68, 1372, 5, 28, 446, 6, 318, 7149, 8, 67, 51, 36, 70, 81, 8, 4392, 2294, 36, 1197, 8, 68411, 25399, 18, 6, 711, 4, 9909, 26, 10296, 1125, 11, 14, 636, 720, 12, 426, 28, 77, 776, 8, 97, 38, 111, 7489, 6175, 168, 1239, 5189, 137, 25399, 18, 27, 173, 9, 2399, 17, 6, 12397, 428, 14657, 232, 11, 4, 8014, 37, 272, 40, 2708, 247, 30, 656, 6, 13182, 54, 25399, 3292, 98, 6, 2840, 40, 558, 37, 6093, 98, 4, 17345, 1197, 15, 14, 9, 57, 4893, 5, 4659, 6, 275, 711, 7937, 25399, 3292, 98, 6, 31036, 10, 10, 6639, 19, 14, 10241, 267, 162, 711, 37, 5900, 752, 98, 4, 17345, 2378, 90, 19, 6, 73284, 7, 36744, 1810, 77553, 4, 4770, 3183, 930, 8, 508, 90, 4, 1317, 8, 4, 48414, 17, 15454, 3965, 1853, 4, 1494, 8, 4468, 189, 4, 31036, 6287, 5774, 4, 4770, 5, 95, 271, 23, 6, 7742, 6063, 21627, 5437, 33, 1526, 6, 425, 3155, 33697, 4535, 1636, 7, 4, 4669, 11966, 469, 4, 4552, 54, 4, 150, 5664, 17345, 280, 53, 68411, 25399, 18, 339, 29, 1978, 27, 7885, 5, 17303, 68, 1830, 19, 6571, 14605, 4, 1515, 7, 263, 65, 2132, 34, 6, 5680, 7489, 43, 159, 29, 9, 4706, 9, 387, 73, 195, 584, 10, 10, 1069, 4, 58, 810, 54, 14, 6078, 117, 22, 16, 93, 5, 1069, 4, 192, 15, 12, 16, 93, 34, 6, 1766, 28228, 33, 4, 5673, 7, 15, 18760, 9252, 3286, 325, 12, 62, 30, 776, 8, 67, 14, 17, 6, 12214, 44, 148, 687, 24563, 203, 42, 203, 24, 28, 69, 32157, 6676, 11, 330, 54, 29, 93, 61862, 21, 845, 14148, 27, 1099, 7, 819, 4, 22, 1407, 17, 6, 14967, 787, 7, 2460, 19569, 61862, 100, 30, 4, 3737, 3617, 3169, 2321, 42, 1898, 11, 4, 3814, 42, 101, 704, 7, 101, 999, 15, 1625, 94, 2926, 180, 5, 9, 9101, 34, 15205, 45, 6, 1429, 22, 60, 6, 1220, 31, 11, 94, 6408, 96, 21, 94, 749, 9, 57, 975]),
         ...,
         list([1, 13, 1408, 15, 8, 135, 14, 9, 35, 32, 46, 394, 20, 62, 30, 5093, 21, 45, 184, 78, 4, 1492, 910, 769, 2290, 2515, 395, 4257, 5, 1454, 11, 119, 16946, 89, 1036, 4, 116, 218, 78, 21, 407, 100, 30, 128, 262, 15, 7, 185, 2280, 284, 1842, 60664, 37, 315, 4, 226, 20, 272, 2942, 40, 29, 152, 60, 181, 8, 30, 50, 553, 362, 80, 119, 12, 21, 846, 5518]),
         list([1, 11, 119, 241, 9, 4, 840, 20, 12, 468, 15, 94, 3684, 562, 791, 39, 4, 86, 107, 8, 97, 14, 31, 33, 4, 2960, 7, 743, 46, 1028, 9, 3531, 5, 4, 768, 47, 8, 79, 90, 145, 164, 162, 50, 6, 501, 119, 7, 9, 4, 78, 232, 15, 16, 224, 11, 4, 333, 20, 4, 985, 200, 5, 28739, 5, 9, 1861, 8, 79, 357, 4, 20, 47, 220, 57, 206, 139, 11, 12, 5, 55, 117, 212, 13, 1276, 92, 124, 51, 45, 1188, 71, 536, 13, 520, 14, 20, 6, 2302, 7, 470]),
         list([1, 6, 52, 7465, 430, 22, 9, 220, 2594, 8, 28, 24357, 519, 3227, 6, 769, 15, 47, 6, 3482, 4067, 8, 114, 5, 33, 222, 31, 55, 184, 704, 5586, 18020, 19, 346, 3153, 5, 6, 364, 350, 4, 184, 5586, 9, 133, 1810, 11, 5417, 13226, 21, 4, 7298, 42657, 570, 50, 2005, 2643, 9, 6, 1249, 17, 6, 25194, 27803, 21, 17, 6, 1211, 232, 1138, 2249, 29, 266, 56, 96, 346, 194, 308, 9, 194, 21, 29, 218, 1078, 19, 4, 78, 173, 7, 27, 20067, 5698, 3406, 718, 21264, 9, 6, 6907, 17, 210, 5, 3281, 5677, 47, 77, 395, 14, 172, 173, 18, 2740, 2931, 4517, 82, 127, 27, 173, 11, 6, 392, 217, 21, 50, 9, 57, 65, 12, 14274, 53, 40, 35, 390, 7, 11, 4, 3567, 7, 4, 314, 74, 6, 792, 22, 16261, 19, 714, 727, 5205, 382, 4, 91, 6533, 439, 19, 14, 20, 9, 1441, 5805, 1118, 4, 756, 25, 124, 4, 31, 12, 16, 93, 804, 34, 2005, 2643])],
        dtype=object),
  array([0, 1, 1, ..., 0, 0, 0])))

keras 안엔 여러 모듈 있고, 그 모듈 중 하나가 datasets고, 걔도 여러 모듈 있고, ....

data는 train data와 test data로 나뉨.

train data만 model을 가지고 있다.

test data는 shouldn't be involve model, never!!

그래서 우리는 train data만 생각할거다.

train data는 data, label로 나눠짐.

data는 문제, label은 정답.

imdb는 internet movies data base

data는 예를들어 "this movie is `~~" 의 text data 그런거고

label은 positve(1), negative(0). 그런거임.

(train_data, train_labels), (test_data, test_labels) = keras.datasets.imdb.load_data()
# tuple 형태임.

attribute(특징), ( ) 불필요

method(메소드), ( ) 필요

train_data.shape #이건 attribute임.

(25000,)

train_labels.shape

(25000,)

test_data.shape

(25000,)

test_labels.shape

(25000,)

train_labels

array([1, 0, 0, ..., 0, 1, 0])

train_data

array([list([1, 14, 22, 16, 43, 530, 973, 1622, 1385, 65, 458, 4468, 66, 3941, 4, 173, 36, 256, 5, 25, 100, 43, 838, 112, 50, 670, 22665, 9, 35, 480, 284, 5, 150, 4, 172, 112, 167, 21631, 336, 385, 39, 4, 172, 4536, 1111, 17, 546, 38, 13, 447, 4, 192, 50, 16, 6, 147, 2025, 19, 14, 22, 4, 1920, 4613, 469, 4, 22, 71, 87, 12, 16, 43, 530, 38, 76, 15, 13, 1247, 4, 22, 17, 515, 17, 12, 16, 626, 18, 19193, 5, 62, 386, 12, 8, 316, 8, 106, 5, 4, 2223, 5244, 16, 480, 66, 3785, 33, 4, 130, 12, 16, 38, 619, 5, 25, 124, 51, 36, 135, 48, 25, 1415, 33, 6, 22, 12, 215, 28, 77, 52, 5, 14, 407, 16, 82, 10311, 8, 4, 107, 117, 5952, 15, 256, 4, 31050, 7, 3766, 5, 723, 36, 71, 43, 530, 476, 26, 400, 317, 46, 7, 4, 12118, 1029, 13, 104, 88, 4, 381, 15, 297, 98, 32, 2071, 56, 26, 141, 6, 194, 7486, 18, 4, 226, 22, 21, 134, 476, 26, 480, 5, 144, 30, 5535, 18, 51, 36, 28, 224, 92, 25, 104, 4, 226, 65, 16, 38, 1334, 88, 12, 16, 283, 5, 16, 4472, 113, 103, 32, 15, 16, 5345, 19, 178, 32]),
       list([1, 194, 1153, 194, 8255, 78, 228, 5, 6, 1463, 4369, 5012, 134, 26, 4, 715, 8, 118, 1634, 14, 394, 20, 13, 119, 954, 189, 102, 5, 207, 110, 3103, 21, 14, 69, 188, 8, 30, 23, 7, 4, 249, 126, 93, 4, 114, 9, 2300, 1523, 5, 647, 4, 116, 9, 35, 8163, 4, 229, 9, 340, 1322, 4, 118, 9, 4, 130, 4901, 19, 4, 1002, 5, 89, 29, 952, 46, 37, 4, 455, 9, 45, 43, 38, 1543, 1905, 398, 4, 1649, 26, 6853, 5, 163, 11, 3215, 10156, 4, 1153, 9, 194, 775, 7, 8255, 11596, 349, 2637, 148, 605, 15358, 8003, 15, 123, 125, 68, 23141, 6853, 15, 349, 165, 4362, 98, 5, 4, 228, 9, 43, 36893, 1157, 15, 299, 120, 5, 120, 174, 11, 220, 175, 136, 50, 9, 4373, 228, 8255, 5, 25249, 656, 245, 2350, 5, 4, 9837, 131, 152, 491, 18, 46151, 32, 7464, 1212, 14, 9, 6, 371, 78, 22, 625, 64, 1382, 9, 8, 168, 145, 23, 4, 1690, 15, 16, 4, 1355, 5, 28, 6, 52, 154, 462, 33, 89, 78, 285, 16, 145, 95]),
       list([1, 14, 47, 8, 30, 31, 7, 4, 249, 108, 7, 4, 5974, 54, 61, 369, 13, 71, 149, 14, 22, 112, 4, 2401, 311, 12, 16, 3711, 33, 75, 43, 1829, 296, 4, 86, 320, 35, 534, 19, 263, 4821, 1301, 4, 1873, 33, 89, 78, 12, 66, 16, 4, 360, 7, 4, 58, 316, 334, 11, 4, 1716, 43, 645, 662, 8, 257, 85, 1200, 42, 1228, 2578, 83, 68, 3912, 15, 36, 165, 1539, 278, 36, 69, 44076, 780, 8, 106, 14, 6905, 1338, 18, 6, 22, 12, 215, 28, 610, 40, 6, 87, 326, 23, 2300, 21, 23, 22, 12, 272, 40, 57, 31, 11, 4, 22, 47, 6, 2307, 51, 9, 170, 23, 595, 116, 595, 1352, 13, 191, 79, 638, 89, 51428, 14, 9, 8, 106, 607, 624, 35, 534, 6, 227, 7, 129, 113]),
       ...,
       list([1, 11, 6, 230, 245, 6401, 9, 6, 1225, 446, 86527, 45, 2174, 84, 8322, 4007, 21, 4, 912, 84, 14532, 325, 725, 134, 15271, 1715, 84, 5, 36, 28, 57, 1099, 21, 8, 140, 8, 703, 5, 11656, 84, 56, 18, 1644, 14, 9, 31, 7, 4, 9406, 1209, 2295, 26094, 1008, 18, 6, 20, 207, 110, 563, 12, 8, 2901, 17793, 8, 97, 6, 20, 53, 4767, 74, 4, 460, 364, 1273, 29, 270, 11, 960, 108, 45, 40, 29, 2961, 395, 11, 6, 4065, 500, 7, 14492, 89, 364, 70, 29, 140, 4, 64, 4780, 11, 4, 2678, 26, 178, 4, 529, 443, 17793, 5, 27, 710, 117, 74936, 8123, 165, 47, 84, 37, 131, 818, 14, 595, 10, 10, 61, 1242, 1209, 10, 10, 288, 2260, 1702, 34, 2901, 17793, 4, 65, 496, 4, 231, 7, 790, 5, 6, 320, 234, 2766, 234, 1119, 1574, 7, 496, 4, 139, 929, 2901, 17793, 7750, 5, 4241, 18, 4, 8497, 13164, 250, 11, 1818, 7561, 4, 4217, 5408, 747, 1115, 372, 1890, 1006, 541, 9303, 7, 4, 59, 11027, 4, 3586, 22459]),
       list([1, 1446, 7079, 69, 72, 3305, 13, 610, 930, 8, 12, 582, 23, 5, 16, 484, 685, 54, 349, 11, 4120, 2959, 45, 58, 1466, 13, 197, 12, 16, 43, 23, 21469, 5, 62, 30, 145, 402, 11, 4131, 51, 575, 32, 61, 369, 71, 66, 770, 12, 1054, 75, 100, 2198, 8, 4, 105, 37, 69, 147, 712, 75, 3543, 44, 257, 390, 5, 69, 263, 514, 105, 50, 286, 1814, 23, 4, 123, 13, 161, 40, 5, 421, 4, 116, 16, 897, 13, 40691, 40, 319, 5872, 112, 6700, 11, 4803, 121, 25, 70, 3468, 4, 719, 3798, 13, 18, 31, 62, 40, 8, 7200, 4, 29455, 7, 14, 123, 5, 942, 25, 8, 721, 12, 145, 5, 202, 12, 160, 580, 202, 12, 6, 52, 58, 11418, 92, 401, 728, 12, 39, 14, 251, 8, 15, 251, 5, 21213, 12, 38, 84, 80, 124, 12, 9, 23]),
       list([1, 17, 6, 194, 337, 7, 4, 204, 22, 45, 254, 8, 106, 14, 123, 4, 12815, 270, 14437, 5, 16923, 12255, 732, 2098, 101, 405, 39, 14, 1034, 4, 1310, 9, 115, 50, 305, 12, 47, 4, 168, 5, 235, 7, 38, 111, 699, 102, 7, 4, 4039, 9245, 9, 24, 6, 78, 1099, 17, 2345, 16553, 21, 27, 9685, 6139, 5, 29043, 1603, 92, 1183, 4, 1310, 7, 4, 204, 42, 97, 90, 35, 221, 109, 29, 127, 27, 118, 8, 97, 12, 157, 21, 6789, 85010, 9, 6, 66, 78, 1099, 4, 631, 1191, 5, 2642, 272, 191, 1070, 6, 7585, 8, 2197, 70907, 10755, 544, 5, 383, 1271, 848, 1468, 12183, 497, 16876, 8, 1597, 8778, 19280, 21, 60, 27, 239, 9, 43, 8368, 209, 405, 10, 10, 12, 764, 40, 4, 248, 20, 12, 16, 5, 174, 1791, 72, 7, 51, 6, 1739, 22, 4, 204, 131, 9])],
      dtype=object)

print( train_data[0] )

[1, 14, 22, 16, 43, 530, 973, 1622, 1385, 65, 458, 4468, 66, 3941, 4, 173, 36, 256, 5, 25, 100, 43, 838, 112, 50, 670, 22665, 9, 35, 480, 284, 5, 150, 4, 172, 112, 167, 21631, 336, 385, 39, 4, 172, 4536, 1111, 17, 546, 38, 13, 447, 4, 192, 50, 16, 6, 147, 2025, 19, 14, 22, 4, 1920, 4613, 469, 4, 22, 71, 87, 12, 16, 43, 530, 38, 76, 15, 13, 1247, 4, 22, 17, 515, 17, 12, 16, 626, 18, 19193, 5, 62, 386, 12, 8, 316, 8, 106, 5, 4, 2223, 5244, 16, 480, 66, 3785, 33, 4, 130, 12, 16, 38, 619, 5, 25, 124, 51, 36, 135, 48, 25, 1415, 33, 6, 22, 12, 215, 28, 77, 52, 5, 14, 407, 16, 82, 10311, 8, 4, 107, 117, 5952, 15, 256, 4, 31050, 7, 3766, 5, 723, 36, 71, 43, 530, 476, 26, 400, 317, 46, 7, 4, 12118, 1029, 13, 104, 88, 4, 381, 15, 297, 98, 32, 2071, 56, 26, 141, 6, 194, 7486, 18, 4, 226, 22, 21, 134, 476, 26, 480, 5, 144, 30, 5535, 18, 51, 36, 28, 224, 92, 25, 104, 4, 226, 65, 16, 38, 1334, 88, 12, 16, 283, 5, 16, 4472, 113, 103, 32, 15, 16, 5345, 19, 178, 32]

type( train_data[0] )

list

word_index = keras.datasets.imdb.get_word_index()
print(word_index) #dict라서 key : value 꼴로 나타남.

Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/imdb_word_index.json
1646592/1641221 [==============================] - 0s 0us/step
1654784/1641221 [==============================] - 0s 0us/step
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'nuthouse': 41285, 'whiles': 53537, 'audiencemembers': 53538, "'til": 17672, "'tim": 53539, 'stroll': 14379, 'seens': 41286, "'realist'": 53541, 'marais': 23028, 'bifurcation': 53542, 'irritant': 34972, 'ambling': 25338, 'baits': 41287, 'insipidly': 38837, 'baitz': 53544, 'osbourne': 14922, 'burst': 5563, 'excoriated': 53545, 'extravant': 53546, 'hoek': 53547, 'anchored': 20646, 'reservist': 82754, 'excoriates': 53548, "'see'": 41288, 'troubadour': 30760, 'diffusional': 53549, "mine's": 40353, 'colours': 6264, "heroes'": 30761, 'auditioning': 12126, 'westbound': 53550, 'kukla': 53551, 'intonations': 27759, 'septimus': 34973, 'miraglia': 16855, 'handpicked': 51368, 'chatterjee': 53552, 'whatshisface': 53553, 'clipboards': 57471, 'hydrate': 53554, "'lt'": 53555, 'ironists': 53556, 'nilo': 53557, 'canton': 37435, "'backdrop'": 53559, 'nile': 27760, 'flaps': 20647, 'abdic': 43686, 'wellbalanced': 53561, 'hhaha': 53562, 'yammering': 41289, 'downtrodden': 16856, 'nils': 34974, 'chaya': 53563, 'madness': 2998, 'feministic': 53564, 'foreboding': 8604, 'hybrids': 30762, 'menschentrümmer': 53565, 'hve': 53566, 'inexplicable': 5747, 'anahareo': 53567, 'exploit': 6468, 'amine': 53568, 'bratt': 53569, 'zarah': 53570, 'newcombe': 10613, 'charismatic': 3386, 'sledding': 36289, 'brats': 20648, 'undercuts': 25340, 'lioness': 53573, 'lyta': 41290, 'tropical': 12627, 'dictator': 8431, 'straying': 27761, 'monsieur': 25341, 'elvis': 3476, 'aero': 53574, "batman'": 46515, "'hypocrites'": 53576, 'elvia': 53577, 'sleazebag': 30763, 'johansen': 53578, 'multiethnic': 53579, 'hardiest': 53580, 'scarily': 27762, 'botches': 27763, 'offbeat': 6355, 'cherub': 53581, 'bickered': 53582, 'metric': 53583, 'figurines': 34976, "randall's": 34977, 'bertille': 30764, 'spooner': 34978, 'waterway': 53584, 'misanthropy': 34979, 'develop': 2058, 'czechoslovakian': 53585, 'food': 1641, 'frazier': 25342, 'ultraboring': 53587, 'rodder': 34980, "make'em": 33320, 'neetu': 41291, 'gaspar': 34981, "'introducing": 53588, 'vulturine': 53589, 'squatter': 43746, 'nandita': 41292, 'carhart': 41293, 'irresistable': 53591, 'howson': 53592, 'bagpipes': 53593, 'darcey': 53594, 'demean': 21982, 'neon': 10797, 'moviestar': 53595, 'growled': 41294, 'maternity': 20649, 'greetings': 13904, '8ftdf': 58040, 'death': 338, 'deatn': 53597, 'euros': 21983, "'different'": 34982, "cimino's": 34983, 'dramatisation': 27764, "hutton's": 41295, 'felicities': 53598, 'disproportionate': 53599, 'propped': 27765, 'hemsley': 53600, 'kursk': 53601, "'amatuerish'": 53602, "alexandre's": 27766, 'rolf': 29136, 'splenda': 53604, 'dialectics': 53605, 'earnest': 6356, 'propper': 53606, 'overenthusiastic': 38839, 'superficialities': 53607, "'stole'": 53608, 'programmation': 53609, "barney's": 23463, 'fortune': 3197, 'heightened': 11322, 'unrequited': 21984, 'conducts': 18553, 'annually': 36341, 'yearnings': 34984, 'unspoiled': 30765, "'graphic'": 53611, 'fully': 1311, 'clambake': 53612, 'output': 10561, 'captian': 53613, 'falsehood': 41297, 'flightplan': 41298, 'verbal': 6891, 'exposed': 3770, 'drudgeries': 53614, 'undistinguishable': 53615, 'tragedies': 11323, 'stuntmen': 27767, 'cathode': 34986, 'exposes': 9886, 'exposer': 53616, 'asthetics': 53617, 'devoy': 53618, "mork's": 53619, 'manipulator': 25892, 'demential': 53620, "modern'": 53621, 'tweeness': 53622, "'aavjo": 53623, 'guillaume': 30767, 'transitted': 53624, 'propagating': 53625, 'nuggets': 25344, 'guinneth': 53626, 'francie': 53627, "'parc": 53628, "'budget": 53629, 'fractured': 15513, 'overbite': 34987, 'francis': 4801, 'rentable': 53630, 'darshan': 25896, 'jujitsu': 53631, 'schnoz': 61794, 'poodlesque': 53632, 'soundie': 53633, 'mugging': 12628, "isn't": 215, 'tungtvannet': 53634, 'yellowstone': 53635, 'backup': 15514, 'backus': 30768, 'mannheim': 41301, "critics'": 34988, 'backrounds': 53636, 'macca': 53637, 'kaakha': 21985, 'shrinking': 18554, "neill's": 53638, 'bachlor': 53639, 'intervention': 11947, 'perving': 53640, 'temuco': 34989, "mellisa's": 53641, 'qualifying': 20650, 'suppositions': 53642, 'hammiest': 53643, 'marilu': 20651, "barkin's": 41302, 'homeboys': 53644, 'chorion': 53645, 'pitcher': 13019, 'pitches': 20652, 'philosophers': 30769, 'omelet': 34990, 'pervasively': 53646, 'pitched': 7922, 'wholes': 53647, 'cheapies': 41303, 'curtail': 41304, 'illustrator': 25345, 'boundlessly': 53648, 'embedded': 16857, 'dupre': 88075, 'fragasso': 20985, 'freddy': 2278, 'waltzing': 30770, 'aneurysm': 34991, "oprah's": 53650, 'irreconcilable': 34992, 'burakov': 14923, 'skews': 53651, '607': 34993, 'calleia': 53652, '600': 14924, 'tokenistic': 53653, '608': 53654, 'bootie': 53655, 'thorstenson': 53656, "'mutiny": 53657, 'sunjata': 81723, "'los": 53658, 'leroux': 43873, "'low": 30771, 'confab': 53660, 'colle': 53661, 'cabinets': 53662, 'infact': 41305, 'blabbering': 33295, "core'": 53664, 'colli': 53665, 'carjack': 41306, 'housework': 23464, 'fools': 6796, 'correggio': 53666, 'poor': 335, 'poop': 12271, 'rincon': 41307, 'diaries': 13530, 'begin\x85': 53667, "toulon's": 41308, 'endeavors': 16138, 'hour\x85and': 61977, 'whistling': 14925, "oldman's": 53669, 'poof': 34995, 'queensland': 34996, 'pooh': 30772, 'poptart': 53670, 'pool': 3070, 'mclaglan': 38841, 'titillating': 18555, "quarrington's": 41309, 'mbarrassment': 53672, "harker's": 43895, "fool'": 41310, 'youngblood': 34997, 'corey': 7181, 'ballantrae': 53674, 'townsmen': 41311, 'overseas': 9466, 'misnomer': 25192, 'robert': 667, 'interspecies': 53675, 'ceases': 13436, 'ceaser': 53676, 'ceased': 19554, 'thoughtful': 4350, 'bakewell': 21986, 'bulb': 11948, 'pipsqueak': 43904, 'religious': 1733, 'potee': 53679, 'whately': 53680, 'corps': 25346, 'wyoming': 10799, 'putzi': 53681, "netlaska'": 78845, 'daniella': 20653, 'danielle': 11949, "waldermar's": 53682, 'machination': 53683, 'wmd': 53684, 'waverly': 53685, 'patently': 13905, 'augustin': 53686, 'vt': 53687, "general'": 36025, 'witching': 20959, 'decide': 1194, "balduin's": 48334, 'segway': 41314, "brosnon's": 53688, 'lazio': 53689, "gram's": 18556, 'artfulness': 41315, 'poice': 53690, 'tomé': 53691, "o'sullivan": 10097, 'reaffirming': 41316, "renny's": 53692, 'dogville': 20654, 'amnesiac': 27768, 'ass': 1992, 'streetz': 53693, 'lulls': 16858, 'nullity': 53694, 'streets': 1983, 'orgasm': 17673, 'heralds': 23465, 'bass': 9467, 'dissertation': 19555, 'cues': 10318, "should't": 53695, 'protractor': 53696, 'lurch': 20655, 'infirmed': 53697, 'steadying': 53698, 'cued': 53699, 'bernhard': 17674, "changling'": 53700, 'scallops': 53701, 'kinsella': 34998, 'karns': 27769, 'burglarize': 34999, 'we´ve': 53702, 'scoffing': 35000, 'witticisms': 53703, 'ragtime': 41318, 'kronos': 35001, 'dune': 15605, 'excess': 5847, 'marring': 62197, "street'": 17675, "graffiti's": 53705, "oates'": 53706, 'telecommunicational': 53707, 'hampering': 41319, 'cathartic': 15516, 'argumental': 53708, "cue'": 53709, 'indirection': 53710, 'advertising': 4590, 'nesbitt': 35002, 'cathy': 9661, 'successors': 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'individualistic': 53737, "heart's": 19556, 'reject': 7967, 'surpasses': 9468, 'hirjee': 41326, 'schultz': 23467, "quartet'": 53739, 'communicating': 14381, 'chautard': 53740, "sherbert'": 53741, 'purring': 35005, 'pendejo': 53742, 'kureshi': 53743, 'ulrike': 53744, 'compulsory': 20656, "copolla's": 53745, 'criticize': 7097, 'kindsa': 53746, 'bastions': 41761, 'anytime': 6797, 'promotes': 19557, 'roommates': 9100, 'chopsticks': 27770, 'affirmations': 41328, 'rationality': 22627, 'almodovar': 20657, 'charities': 41329, 'mbbs': 53748, 'lovebirds': 23469, "musketeers'": 53749, 'clarinet': 41330, 'prowler': 53750, 'absence': 3816, 'prowled': 53751, 'differed': 27771, 'rabble': 23470, 'undestand': 53752, 'catalonia': 53753, "haven't": 771, 'pleads': 15517, 'slighter': 35006, 'musket': 41331, 'cooks': 16487, 'hadass': 31942, 'cultists': 17676, 'aphasia': 53755, 'partioned': 53756, 'commodore': 23471, 'ninjo': 53757, 'ninja': 4847, 'petter': 53758, 'pettet': 53759, "soilders'": 53760, 'slighted': 35007, 'delorean': 53761, "dahm'": 62529, 'faire': 35009, 'obligates': 53762, 'bless': 8292, 'tanny': 30777, 'apeman': 53763, 'ooops': 35010, 'protagoness': 53764, 'fairy': 2444, 'obligated': 14926, 'adotped': 53765, 'you´re': 41332, 'heavy': 1182, "millie's": 30778, 'akins': 31958, 'mockumentary': 11126, 'griffths': 53767, "korsmo's": 53768, 'heave': 27772, 'anarchy': 18558, 'shriver': 41333, 'marcie': 35011, 'marcia': 35012, 'kyser': 19817, 'midsection': 35013, 'jolly': 9101, 'abbasi': 53770, 'lord': 1632, "america'": 53771, 'shrivel': 35014, "'must": 25350, 'ntire': 53772, 'earnt': 44073, 'earns': 8606, 'toiling': 35015, "actually's": 53774, 'bullfighters': 41334, 'hedaya': 41335, 'straightened': 23472, 'hapless': 5677, 'dishwasher': 30779, 'vercors': 53775, 'americas': 21987, 'american': 295, 'osterman': 53776, "morpheus'": 53777, 'picnicking': 53778, 'drooling': 13906, 'effortless': 10319, 'visions': 5564, 'sunburn': 53779, 'xenophobe': 53780, 'equating': 30780, 'bakula': 14927, 'announcements': 23803, 'teamsters': 53781, 'gibraltar': 53782, 'speilbergs': 53783, 'preferisco': 53784, 'merciless': 12629, "bride's": 41336, 'trapped': 2602, "vision'": 41337, 'specked': 53785, 'virginhood': 53786, 'tivo': 17677, 'trapper': 21988, 'leotard': 35016, 'horrorpops': 53787, 'assaulted': 13907, "'rivers": 53788, "hurt's": 17678, 'miseries': 27773, 'gnawed': 30781, 'purposeless': 44106, 'pampered': 23473, 'assaulter': 53790, 'breadbasket': 41338, "cooper's": 17679, "'blonde": 53791, "hurt'n": 53792, 'toward': 1838, 'abortionists': 41339, "'reserved'": 53793, 'dashingly': 42675, 'phobia': 19558, 'wasnt': 15422, 'tearfully': 27774, 'heaviest': 41340, 'overstate': 41341, 'lawman': 16861, "philippon's": 53794, 'randomly': 4848, 'incrementally': 52296, 'hallam': 12630, 'hallan': 41343, "slave's": 35017, 'zardine': 53795, 'bluest': 43504, 'organs': 9469, 'boorish': 13438, 'adrift': 20658, 'ipolite': 53796, "eden's": 41345, 'bagging': 36602, 'offscreen': 17680, 'caliber': 4895, 'mcneice': 53797, 'arrhythmically': 88008, 'pigmalionize': 53798, "'entertain'": 53799, "michell's": 30782, 'apposite': 25351, 'ballyhoo': 53800, 'papamichael': 53801, 'arising': 17511, 'syal': 53802, 'rockefeller': 41347, 'ginty': 19560, 'velocity': 53803, 'intercepting': 53804, 'physics': 5678, 'stalked': 7182, 'abdullah': 53805, 'phenomenon': 5679, "'attack": 41348, 'cantinflas': 53806, 'netherworld': 30783, 'weho': 53807, 'stalker': 5848, 'heavens': 9102, 'predilections': 53808, 'polemize': 53809, "patton'": 48343, "pervert's": 17886, 'valga': 53811, 'sanhedrin': 53812, 'christan': 53813, 'kaley': 23474, 'frenais': 35018, 'retorts': 53814, "ron's": 30784, "heaven'": 30785, 'twoddle': 53815, 'dinos': 21989, 'retardate': 53816, 'competing': 9887, 'boils': 11045, 'imitating': 9153, 'rework': 37810, "shite'": 62964, 'aristide': 35020, 'fluff': 5625, "'true'": 35021, "'chi'": 53818, 'hypo': 41349, 'vingh': 53819, 'hype': 3398, 'fetchessness': 64813, 'doctrinaire': 41350, "cought's": 53820, "stalker's": 41351, 'howled': 53821, 'locale': 8432, 'mcchesney': 30786, 'mantra': 19562, 'drenching': 41352, 'howler': 21990, 'portrait': 3210, 'giorgos': 53822, 'locals': 5748, "'treasure": 46527, 'crosseyed': 41353, 'khiladiyon': 53824, 'thoses': 41354, 'footling': 53825, 'tolls': 30787, 'idiosyncratically': 53826, 'thongs': 53827, "jaya's": 53828, 'mcmaster': 44205, 'unluckiest': 36563, 'splendiferously': 53830, 'interjection': 41356, 'torresani': 76456, 'isuzu': 53831, 'director\x85': 53832, 'shakepeare': 63631, "witchiepoo's": 53833, 'abruptly': 6194, 'league': 2753, 'collaborators': 16141, 'galadriel': 30788, 'memorized': 14928, "wouldn't": 583, 'glieb': 53834, 'minorities': 16862, 'jawed': 15518, 'jaitley': 30789, 'canadians': 14929, "gyllenhaal's": 41357, "stein's": 41358, 'mausoleum': 30790, "edelman's": 41359, 'nikkhil': 53835, 'solvency': 53836, "'auteur": 53837, 'boland': 30791, "'gun": 41360, 'macau': 76458, 'inadmissible': 53838, 'implosion': 53839, 'enuff': 41361, "'guy": 53840, 'bauman': 41362, "al'qaeda": 53841, 'empty': 1893, 'mafioso': 21253, 'atmospherically': 30793, 'sodomizing': 53842, 'chillers': 14616, 'modelling': 20659, 'suicune': 35769, 'ohhh': 23120, 'accomplishes': 15206, 'juice': 7923, 'unconvincingly': 20660, 'uswa': 53845, "jared's": 41363, "'east": 35024, 'airstrike': 58087, 'accidently': 27777, 'match': 1011, 'drummond\x85': 53846, 'richter': 23475, "'flying": 41364, 'sombre': 14930, 'pornos': 53847, 'romeros': 53848, 'embroidered': 35026, 'jhurhad': 53849, 'dardano': 35027, 'queue': 16119, 'communal': 35028, 'grant': 2104, "dude's": 27778, "gov't": 48346, 'makeshift': 19564, 'thoughtlessly': 35029, 'grana': 53850, 'northfork': 53851, 'sensual': 8074, 'grand': 1755, "'vashon'": 53852, 'newbern': 21991, 'suspects\x85': 53853, 'chickenpox': 53854, 'composition': 7266, "rivière's": 53855, 'pleadings': 41366, 'classmates': 8173, 'fatty': 16863, 'soberly': 35030, 'misshapenly': 53856, 'unsympathetic\x85with': 53857, 'arturo': 25353, 'vitriol': 35031, 'raimy': 27779, 'obviously': 537, "herapheri's": 53858, 'synopsis': 3932, 'moby': 14040, 'raimi': 14931, 'ibéria': 53860, 'mobs': 21992, 'pillory': 53861, 'settlements': 35032, 'technicians': 25354, 'reviewed': 6798, 'devastatingly': 25355, 'heavyhanded': 53862, 'doggoned': 53863, 'reviewer': 2212, 'revisitation': 53864, 'procrastinating': 41369, 'questioner': 41370, 'oporto': 53865, 'informal': 30794, 'maratama': 53866, 'sassier': 53867, 'shortcut': 41371, 'representational': 30795, 'pronouncing': 25995, 'questioned': 11324, 'nymphomaniacs': 41372, 'showing': 797, 'prettiest': 27780, 'motorola': 53868, 'dearly': 14932, 'cinemascope': 20661, '‘a’': 58773, 'ponds': 41374, 'rouve': 53869, 'baseness': 41375, 'oncoming': 27781, "kings'": 53870, 'whiteys': 53871, 'softness': 30796, 'foudre': 53872, 'terminology': 19501, 'attitiude': 53873, 'sketch': 5402, 'woking': 53874, 'maccullum': 63445, "'seachd": 53876, 'lipo': 53877, 'yolu': 53878, 'lips': 4044, 'towards': 946, 'plumbers': 53880, 'callousness': 53881, 'gracia': 19565, 'gracie': 13908, "fried's": 41376, "'professor": 53882, 'schön': 35033, 'dilapidated': 14933, 'littttle': 53883, 'competitions': 25356, 'simmer': 41377, 'trautman': 25357, 'trotters': 53884, 'plebs': 53885, 'benefactor': 23476, 'opposes': 27782, 'assists': 21993, 'viewpoints': 13022, 'repressions': 53886, "shigeru's": 41378, 'offside': 10562, 'leway': 53887, 'papua': 30797, 'cornier': 41379, "'beetle": 53888, 'mentalities': 30798, 'silence': 3539, 'okish': 53889, "pie's": 41380, 'subaru': 53890, 'presupposes': 53892, 'alison': 5403, 'reworked': 18559, 'consistancy': 53893, 'infuriating': 12273, 'placing': 9103, 'cockfighting': 53894, 'yicky': 53895, 'moseley': 53896, "'annie'": 53897, 'visas': 53898, 'sumptous': 53899, 'dukas': 41381, 'whalers': 41382, 'ferdy': 35034, 'tobey': 16142, 'withholding': 25358, 'healthful': 53900, 'mvovies': 53901, 'tobei': 53902, 'tragically': 10800, 'alldredge': 41383, 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55085, 'mconaughey': 41771, "teenagers'": 30943, 'magorian': 41772, 'colburn': 55086, 'maggart': 41773, 'befouling': 55087, 'secreted': 55088, 'gingerly': 35259, 'precipice': 55089, 'oliveira': 55090, 'louque': 12644, 'apsion': 55092, 'heartrenching': 55093, 'senki': 55094, 'spinster': 11609, 'pistilli': 28156, "crew's": 20714, "sky's": 30944, 'waugh': 30945, 'orchestrations': 55095, 'web\x85': 55096, 'mimics': 23538, 'clinkers': 55097, 'prisoner': 4763, 'payment': 11334, 'ishmael': 30946, 'ladiesman': 53337, 'inexorable': 25439, "bizet's": 35260, 'beets': 55098, 'disease': 3494, 'immensity': 28158, 'occasion': 4080, "otis'": 55099, 'contemptuous': 35261, 'inexorably': 19603, 'incredibility': 55100, 'recess': 27870, 'belivable': 55101, 'visualizes': 41775, 'ejaculated': 55102, 'incapacitate': 41776, 'sullivanis': 82004, 'hamlet': 3417, 'visualized': 25440, 'definable': 41777, 'carabiners': 62294, 'quaresma': 58418, 'belivably': 55105, 'unbreakable': 20715, 'lolling': 55106, 'wetters': 55107, 'knowledge': 1854, 'roslin': 35262, 'temp': 17708, 'skeweredness': 55104, 'scorpion': 11335, 'catalogue': 14403, 'cohesiveness': 35263, 'emitting': 35264, "team'": 55108, 'pabst’s': 55109, 'irréversible': 35265, 'hijacking': 17709, 'lela': 55110, 'prizefighting': 55112, 'cinemablend': 41778, 'reputations': 18587, 'perfection': 3200, 'nopes': 55113, 'serisouly': 55114, 'roebson': 55115, "arnold's": 19604, 'reactionism': 55116, 'monopoly': 17648, 'subways': 41779, 'teams': 6268, '“b”': 71796, 'teamo': 55118, 'blogspot': 21295, '2060': 55120, 'excesses': 10109, 'propels': 23539, 'evren': 55121, 'unoutstanding': 55122, 'showdown': 4898, 'taiwanese': 13931, 'albertine': 55123, 'grosse': 14404, 'daffodils': 55124, 'misfigured': 55125, 'ruse': 16903, 'mayeda': 22040, 'maynard': 27871, 'imposition': 30948, 'brunt': 20716, 'posative': 55126, 'bruno': 6359, 'tediously': 16904, 'globalisation': 41780, 'brune': 41781, 'subversive': 10482, 'incarnation': 9671, 'mown': 55127, 'antics': 3868, 'placidly': 41783, 'russ': 7484, 'mows': 55128, 'carrollian': 82702, 'djjohn': 55129, "'realistic'": 55130, 'joki': 46909, 'joke': 972, 'equal': 3212, 'babyyeah': 33005, 'politicizing': 55131, 'placebo': 41784, "'hits'": 58321, '8½': 41785, 'statues': 13039, 'fassbinder': 7704, 'disarmament': 30950, 'coexistence': 35266, 'fukushima': 55133, 'manhood': 11610, 'playwrights': 20717, 'transylvania': 13040, "it's": 42, 'africanism': 55134, 'vertov': 46933, "it'l": 55135, "it'a": 41786, 'gratuitious': 55136, "it'd": 9896, 'citadel': 35267, 'antlers': 41787, 'gavilan': 41788, 'transfusion': 30951, "wachowski's": 30952, 'musicality': 41789, 'mundo': 55137, 'locales': 9110, 'mounties': 22042, 'welcoming': 23540, "fletcher's": 41790, "lint's": 80973, 'meredith': 7929, 'robbbins': 55139, "eagle's": 55140, 'associating': 30953, 'supurb': 41791, 'frustrating': 5126, 'dykes': 55141, "steph's": 41792, 'unassaulted': 55142, 'satires': 15547, 'weighed': 19605, 'arrangements': 11336, 'closets': 14405, 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'flit': 35279, 'spacewalk': 55203, 'flip': 7805, 'mizz': 41808, 'flim': 55204, "seberg's": 17712, "samson's": 55205, 'flik': 18592, 'daneille': 55206, 'farrar': 55207, 'thorn': 9111, 'flic': 16175, 'inspite': 27876, 'replying': 55208, 'entelechy': 55209, 'circus': 5598, "'chance'": 55211, 'franic': 55212, 'commentators': 11338, 'mcginley': 30959, 'jerkiest': 55213, "'cute'": 27877, 'cuttrell': 55214, 'fanclub': 55215, 'dressed': 1807, 'detail': 1586, 'detain': 30960, 'blatty': 55217, 'hipocresy': 52529, 'baaaaaad': 41809, 'ducked': 38119, "cosimo's": 52530, "beast's": 35280, "evel's": 56092, 'dresses': 5347, 'dresser': 25447, 'convicts': 10450, 'milliagn': 55220, 'detours': 35281, "raines's": 55221, 'particulare¨': 55222, "'chances": 55223, 'warners': 12284, 'kuntar': 41812, 'stirred': 14958, 'ramble': 14407, 'kardashian': 55224, 'grimmer': 35282, "news'": 55225, 'letourneau': 25448, 'trenton': 41813, 'mazurszky': 55227, "aliens'": 41814, 'dynasty': 16176, "daughter's": 5566, 'nwa': 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'pardoned': 41867, 'ruccolo': 55356, 'agaaaain': 73323, 'cabel': 55357, 'aspires': 16911, 'dupe': 25453, 'contected': 55358, 'musicals': 2766, 'rector': 55359, 'aspired': 27882, 'peddle': 25454, 'endowment': 41868, "'soylent": 55360, 'overwhelming': 3978, "'flight": 27883, "'sherrybaby'": 55361, 'situations': 1183, 'minnesota': 18596, 'sycophantic': 23554, 'burlesk': 55362, 'stephane': 30974, 'rocll': 55363, 'stephani': 55364, 'tropic': 41869, 'catwomen': 41870, 'borrowed': 4899, "musical'": 55365, "'rootlessness'": 55367, 'photograph': 8610, 'lamborghini': 35307, 'goodtimes': 27884, 'borrower': 55368, "raggedy's": 55369, 'knocks': 6632, 'haiti': 37029, 'neofolk': 55370, 'considerate': 30975, 'bochner': 46358, 'angers': 15556, 'bel': 11967, 'spokesperson': 38298, 'solders': 55373, 'egoism': 55374, 'patronization': 55375, 'egoist': 47389, 'tarot': 17215, "situation'": 55377, 'blackwell': 35308, 'bondarchuk': 25455, 'hagan': 22053, 'keypad': 55378, 'yawned': 55379, 'sharpens': 55380, '1960s': 4572, "pas'": 55382, 'hagar': 11613, 'swooningly': 55383, 'indonesians': 55384, 'immaculately': 41871, 'mur': 55385, 'cohabiting': 55386, 'muy': 35310, 'buggery': 33327, 'rewinding': 25456, 'mud': 7931, 'mug': 14169, 'transgression': 33328, 'finger': 4385, 'hopefully': 2360, 'mum': 6997, 'montagne': 35312, 'herding': 41873, 'montagna': 55389, 'yolonda': 84459, 'deposed': 30976, 'feroze': 47409, 'rime': 27885, 'rima': 41875, 'mazovia': 30977, 'beauticin': 55390, 'rimi': 35314, '5x': 55391, 'fault': 2154, 'elm': 4900, 'blimp': 27886, 'distinguished': 9130, "majorettes'": 55392, 'kell': 55393, 'pamby': 55394, 'lenya': 51987, 'faulk': 41876, 'expense': 6895, 'milfune': 55396, 'bwahahha': 55397, 'untenable': 35315, "juliet'": 55398, 'elf': 13709, 'callarn': 35316, "'persian'": 64557, 'cloudkicker': 25457, 'uselful': 55400, 'ruas': 55401, "ok'd": 55402, 'pedaling': 55403, 'lightly': 8933, "'psycho'": 35317, 'warehouses': 27427, 'sororities': 41877, 'theoffice': 55404, 'unmatchable': 55405, 'unmatchably': 55406, "chandon's": 73569, 'zirconia': 41878, 'refuted': 41879, 'allthewhile': 55408, "'rumble": 76755, 'goodnight': 13044, 'pecked': 25458, 'winningly': 23555, "riker's": 32671, 'transatlantic': 41880, "shoot'em'up": 55410, 'vulcan': 13669, 'extracurricular': 41881, 'pecker': 8611, "hulce's": 55412, 'devry': 55413, "'crazy'": 41882, 'sardonic': 11058, 'apprehension': 23556, 'censors': 8612, 'marginalised': 41883, 'n': 3360, "'psychos": 55414, "'bully'": 55415, 'magnier': 41885, 'dashboard': 55416, 'dehumanize': 42827, "'kid": 55417, 'weezer': 55418, 'dehumanizes': 55419, 'natives': 5977, "ben's": 9900, 'quincey': 55420, 'persecutors': 41886, 'forgetable': 35319, "hunt's": 30978, 'tress': 35320, 'accessories': 35321, 'dazzled': 13938, 'anatole': 41887, 'experience': 582, 'dazzles': 27887, 'dazzler': 55421, 'pathology': 27888, 'pittors': 55422, 'santucci': 55423, 'amores': 25239, 'prior': 2597, 'prussia': 35322, "lynn's": 55425, 'prussic': 41889, 'auggie': 38342, "'sleeper'": 55426, 'sscrack': 55427, 'primeival': 55428, 'scalpels': 43628, 'commonsense': 41890, 'peaks': 8445, 'miscasting': 11482, 'eyeshadow': 41891, 'greeted': 14409, 'unyielding': 30979, 'groundbreaking': 8613, 'greeter': 55429, 'goofed': 41892, 'moulds': 41893, 'darned': 22054, 'ritika': 44677, 'punctuate': 23557, 'shortly': 3630, "'yanquis'": 77668, 'dada': 35324, 'ocean': 4678, "bozz's": 55431, 'dismount': 55432, 'arnaud': 49566, 'chahracters': 55433, "wittenborn's": 58375, 'dads': 13045, 'fedja': 27889, 'snowman': 7271, 'assembling': 35325, 'graded': 27890, 'unemployment': 16912, 'rodent': 19616, 'grades': 16913, 'grader': 11059, 'prepares': 13939, 'railbird': 55434, 'hireing': 55435, 'softshoe': 55436, 'kanin': 20722, 'consuelor': 55437, 'finisham': 55438, 'kroko': 25459, 'sacredness': 55439, 'gave': 517, 'salacious': 14410, 'breaks': 2007, 'descending': 15871, 'cruiserweight': 20723, 'melting': 4253, 'brutality': 5040, 'renames': 55441, 'midge': 30980, 'renamed': 16914, 'majored': 55442, 'satiated': 41894, 'matchup': 55443, '57': 18597, "clash's": 55444, 'hunchback': 13940, 'hunt': 2332, 'envision': 20724, 'explitive': 55445, "snipes'": 41895, '51': 15418, 'excerpt': 25460, 'sanguisuga': 30981, 'finns': 41896, '9999': 73832, 'adieu': 25461, 'election': 5798, 'chesty': 30982, 'mystified': 18598, 'kleban': 55446, 'spazzes': 55447, 'loins': 35327, 'zoot': 27262, 'mystifies': 30983, 'overrated': 3876, 'hoffbrauhaus': 55448, 'khaki': 41897, 'mosfilm': 55449, 'hung': 4608, 'staunchly': 41898, 'attendance': 12420, "sarpeidon's": 44681, 'ravetch': 55452, 'brassware': 55453, 'faultline': 64567, 'jadoo': 55454, 'posest': 55455, "cappomaggi's": 55456, 'plying': 31796, 'hyperbolize': 55457, "'vampyros": 55458, "masterson's": 25462, 'blabber': 41900, 'demise': 5127, 'sinny': 55459, 'duke': 3692, 'aha': 22056, 'unsalted': 55460, 'closups': 55461, 'ahh': 13456, 'ahn': 41901, 'fern': 71177, "ex's": 35328, 'ussr': 14961, 'donated': 18600, 'ppv': 10111, 'herods': 55462, 'abel': 21375, 'coitus': 41902, 'occultist': 37545, 'sadeghi': 55464, 'vaccination': 73972, 'automata': 55466, 'sunlight': 13046, 'stuck': 1568, 'towing': 41903, "williams's": 29897, 'mangler': 30984, 'retrieval': 35329, 'autism': 25370, 'death\x97it': 55467, 'pricked': 41904, "tchaikovsky's": 25463, 'particolare': 41905, 'flavour': 14411, 'fairchild': 22057, 'mannequins': 23558, 'vilifyied': 55468, 'unfulfilling': 27891, 'dorkily': 55469, 'atta': 41906, 'nerdy': 8934, 'undiscriminating': 41907, 'verging': 20725, 'zodiac': 7932, 'nerds': 10112, 'worshipful': 55470, 'burtonesque': 41908, 'happpy': 55471, "novel's": 14412, 'suspicions': 11060, 'limbic': 27892, 'sometime': 6112, 'cobbler': 55472, 'cobbles': 55473, 'smarmy': 9112, 'solino': 25464, 'reiju': 55475, 'regime': 7933, 'comprehension': 11731, 'inborn': 55476, 'eerie': 3267, 'outgrew': 41909, 'chucky': 16492, 'piffle': 25465, 'bumptious': 41910, 'beheading': 16178, '180d': 55477, 'doorstep': 13941, 'papers': 6803, "moores'": 47610, 'implant': 23559, 'erosion': 55479, 'kerosene': 55480, 'squeals': 27894, 'picture': 428, 'grasps': 23560, "he\x85it'll": 55481, "mary'": 27895, "'surely": 55482, 'football': 2316, 'flushes': 27896, 'maureen': 7272, 'flushed': 13942, '1805': 55483, 'inklings': 55484, 'faster': 4288, 'moustaches': 47617, '1800': 35330, 'verve': 11615, 'vigorously': 20726, "allende's": 20727, '1809': 55486, 'roomed': 41911, 'vietnam': 2568, 'unchallenged': 23561, 'lawbreaker': 76768, 'remarked': 15557, "quinnell's": 55488, 'nomad': 26482, 'unredemable': 55489, 'roh': 55490, 'roi': 41913, 'mismanaged': 55491, 'winnings': 27897, 'rom': 11968, 'ron': 2706, 'roo': 25466, 'projcect': 55493, "calvin's": 33033, 'celebs': 22777, 'roc': 35331, 'rod': 5722, 'parkes': 42773, 'deliveries': 30986, "'ratcatcher'": 55496, 'celebi': 16179, 'roy': 2353, 'roz': 18601, 'deliveried': 74186, 'ros': 35332, 'rot': 12285, 'row': 3435, 'hickville': 55497, 'inverse': 30987, 'arthurs': 55498, 'electecuted': 55499, "coach's": 41915, 'putative': 35333, 'kiddie': 9113, 'matchbox': 41916, 'aplomb': 10331, '20widow': 55500, 'bests': 30988, "'anatomy": 41917, "band's": 13943, 'usercomments': 55501, 'sarlacc': 41918, 'exalted': 35334, 'frequencies': 41919, 'trident': 18124, 'emphasizes': 13457, "ro'": 55503, 'wallets': 27899, 'tanks': 9901, 'emphasized': 13944, 'michlle': 55504, 'heston': 3631, 'bathos': 30989, 'oftentimes': 17717, 'churchyards': 55505, "married'": 41920, "best'": 41921, 'minamoto': 55506, 'gatto': 55507, 'slouching': 33043, "'bonnie": 41922, 'warburton': 22058, 'cuddlesome': 55509, 'irritates': 14686, 'roadshow': 30990, 'rectangles': 76011, 'installing': 55510, 'widened': 55511, 'hastens': 64575, "mai's": 55512, "tully's": 55513, 'trent': 11339, 'yippee': 55514, 'shandy': 55515, 'hoarse': 41923, 'irritated': 7934, "o'meara": 55516, 'frustrationfest': 55517, "stargaard's": 55518, 'agnosticism': 55519, 'goes': 268, 'goer': 9673, 'jilted': 22059, 'corben': 55520, 'getaways': 41924, 'slaying': 20728, 'envy': 7337, 'kamm': 55521, 'enunciate': 41925, "'midnight": 16562, 'fudds': 55522, 'witch': 1715, 'fuddy': 55523, 'corbet': 23562, "knobs'": 55524, 'naylor': 55525, 'keeslar': 55526, 'oodles': 27901, 'boast': 11616, 'rethink': 15558, 'doesn´t': 27902, 'hearkens': 27903, 'abrahamic': 55527, 'dishonours': 58388, "'london": 27904, 'cough2fast2furiouscough': 55528, 'idolized': 31998, 'bonaerense': 55529, 'rejectable': 55530, "'mole": 56175, 'shootings': 9786, 'amateuristic': 55531, 'problematic': 11617, "'odyssey'": 43630, "p'tite": 55532, "case'": 41926, 'santosh': 67065, 'touchdown': 30991, 'crisis': 3109, 'prem': 13047, 'bulbs': 35337, 'ando': 55533, 'andi': 55534, 'anda': 55535, 'chimps': 13048, 'variously': 30992, 'kashue': 41927, 'andy': 1795, 'bodrov': 35338, 'prez': 27905, 'pret': 41928, 'prep': 25467, 'ands': 24603, 'interjected': 30993, 'casel': 55536, '40mph': 55537, 'cased': 55538, 'casey': 14413, 'fuel': 7371, 'cosmeticly': 75626, 'matic': 51855, 'mazles': 55539, 'deherrera': 55540, "ventriloquist's": 55541, 'unscrewed': 55542, 'macross': 22060, 'confucius': 55543, 'depressants': 30994, 'point\x96later': 55544, 'posthumous': 30995, 'inveterate': 35339, 'meatball': 11618, 'pickle': 35340, "'pokemon": 55545, 'sandbag': 55546, 'figure': 819, 'gombell': 41929, 'inexperience': 16180, 'elbaorating': 74487, 'gogol': 55547, 'cornflakes': 35341, 'svale': 55548, 'reece': 25468, 'sidney': 2888, 'naivete': 22061, 'mismanagement': 41930, "ventura'": 55549, 'sundance': 6998, 'naivety': 14414, 'fourth': 2767, 'seductiveness': 55550, 'eights': 59993, "jaffe's": 35342, "jar's": 55552, 'digesting': 35343, "flannery's": 41931, 'eighty': 11061, 'lamping': 55553, 'convalesces': 41932, 'informs': 8302, "ajay's": 55554, 'trickling': 55555, 'representations': 18602, 'fooledtons': 55556, "wallis'": 55557, 'eighth': 11619, 'otoko': 55558, 'ombudsman': 55559, 'tories': 30996, 'inners': 55560, "'goofs'": 47729, 'meghna': 55562, "gideon's": 41933, "bob's": 18202, 'rollin': 23564, 'ducasse': 41934, "mehta's": 55564, 'datedness': 55565, 'resoundness': 55566, "murdstone's": 55567, 'dreading': 25469, 'calamai': 16916, 'hanka': 19617, "tournant'": 55568, "ghost's": 27906, "'menagerie'": 55569, 'hanky': 41936, 'platform': 7706, 'farmer': 6450, '80min': 55570, 'hanks': 3517, 'holloway': 16917, 'loophole': 55571, 'priesthood': 27907, 'spectactor': 62662, 'nomads': 25470, 'purile': 55572, "'special": 22062, 'chuckie': 22063, 'yurek': 55573, 'seldomely': 55574, "'hear'": 55575, 'stuporous': 55576, 'invents': 22064, 'urbisci': 55577, 'shy': 3563, "'grim": 55578, 'ejaculation': 35344, 'torch': 8935, 'whiplash': 35345, 'farewell': 9114, 'giada': 22065, 'tumultuous': 16918, 'gordan': 27908, "robertson's": 22066, 'fluffer': 32675, "america's": 5041, 'concur': 18603, 'coprophagia': 55579, 'villarona': 55580, 'tensions': 9480, 'abounding': 55581, 'prophesizes': 55582, "'nora": 55583, 'monopolized': 55584, "mcculley's": 80950, 'eagle': 7935, "'hacksaw'": 55585, "santos'": 55586, "'kharis'": 55587, 'curable': 55588, 'solicitous': 35346, 'envies': 30997, 'unvalidated': 55589, 'supersoldiers': 55590, "'meant": 55591, 'sumida': 55592, "collector's": 23565, 'harlan': 23566, 'envied': 35347, 'mortars': 41938, 'colcollins': 55593, 'makepeace': 22067, 'clumped': 41939, 'vainglorious': 55594, 'louwyck': 55595, 'unfocused': 12286, 'kusturica': 9902, "'having": 55596, 'handled': 2397, 'bobcat': 41940, 'unattainable': 30998, 'squashed': 27909, '1910s': 30999, 'dramatised': 22068, 'afterthought': 11620, 'spurned': 22069, 'burying': 13717, "card'": 55597, 'fought': 5103, "rollo's": 55598, 'masala': 12647, 'coulson': 55599, 'prissy': 14962, 'oklahoma': 12287, 'tvpg': 41942, 'indoctrinate': 41943, "men's": 7707, 'wrongheaded': 41944, 'stylized': 6451, 'sensharma': 55600, 'naught': 27246, "kapoor's": 25471, 'grunt': 20730, 'salmonella': 88000, 'debussy': 41945, "elsa's": 41946, 'unmedicated': 35825, 'cardz': 55602, "'der": 55603, 'ooze': 22070, 'redeemiing': 52604, 'cards': 4317, 'wwwwhhhyyyyyyy': 55604, 'havnt': 41947, "'enchanted'": 82807, 'starling': 41948, 'ghod': 41949, '10minutes': 55605, 'stiffest': 55606, 'suspense': 833, 'tylenol': 34884, 'steers': 27910, 'washburn': 31000, "iraq's": 55607, 'batting': 25473, 'superman': 1829, "garner's": 31001, 'benis': 55608, "farmer's": 16182, "bonnie's": 35349, 'laureen': 55609, 'gustave': 31002, 'sciences': 23567, 'jodhpurs': 35350, 'doppelgangers': 41950, 'gleason': 12288, 'commonplace': 13049, 'empathise': 19166, "liverpool's": 55611, 'icon': 4901, 'pengy': 55612, 'heinous': 13050, "jcvd's": 55613, "science'": 55614, 'rosalie': 20731, 'pavle': 55615, 'proud': 2603, "'morality": 55616, 'pores': 55617, "kieslowski's": 55618, 'porel': 55619, '\x91palace': 55620, 'shootem': 55621, 'flyfishing': 41951, 'pored': 55622, 'shooted': 47866, 'mistresses': 23568, 'shakespeareans': 59540, 'troi': 41952, 'drastically': 8446, 'spaced': 17720, 'tron': 23569, 'signe': 19618, 'cheat': 9115, 'tko': 55624, 'spacek': 12289, 'cheap': 703, 'trod': 31003, 'spacer': 55625, 'spaces': 9903, 'willpower': 23571, 'kellerman': 14963, 'sendup': 35351, 'spacey': 5128, 'painlessly': 55626, 'trot': 18604, "joke'": 55627, 'enjoied': 55628, "fincher's": 41953, 'believing': 3351, 'madeline': 13052, 'deign': 27911, 'marsha': 13053, 'emporer': 35352, 'arlon': 55629, 'assignations': 35353, 'vrajesh': 41954, 'fatherly': 22071, 'jazz': 3979, 'mortally': 18605, 'selfpity': 55630, 'braugher': 27912, 'lui': 33338, 'legendry': 55632, 'disharmony': 55633, 'cautionary': 14964, 'contrivances': 17343, 'joked': 22072, 'gaillardian': 41955, 'joker': 6196, 'jokes': 637, 'scots': 18606, 'predicted': 8614, "lang's": 13628, 'jokey': 23572, 'signs': 4081, 'rada': 58979, '1920': 14965, '1921': 22073, '1922': 11062, 'dalens': 41956, '1924': 16183, '1925': 18607, '1926': 19619, '1927': 14966, '1928': 11340, '1929': 13458, 'surfaces': 19620, 'krowned': 55636, 'indentured': 55637, 'spares': 23706, 'managing': 8245, "'melissa'": 55639, 'commitments': 15560, 'gravedancers': 35355, 'roots': 5011, "'disney'": 41957, 'surfaced': 25474, 'yaarana': 41958, "relief'": 55640, 'wouldve': 55641, "'paris'deals": 55642, 'bummed': 25475, 'submitting': 22074, 'arawak': 55644, 'hempel': 55646, 'harshly': 16920, 'timento': 55647, 'bemoan': 33339, 'libya': 55649, 'popeil': 41960, 'embarkation': 55650, "rendall's": 41961, 'indianised': 55651, 'quiet': 1855, 'quien': 55652, 'interloper': 41962, 'boultings': 42779, 'caduta': 55654, 'period': 807, 'insist': 6804, 'pabst': 16184, "mordrid'": 41963, 'jobbo': 55655, 'hounds': 14624, "'holwing": 58986, 'turkey': 2800, "'corky": 41964, 'subscribed': 31004, 'prosaically': 55658, 'benatatos': 55659, "holodeck's": 55660, 'subscriber': 55661, 'subscribes': 41965, 'shuddering': 24297, 'dardino': 55662, 'peaking': 31005, 'crores': 35356, 'gagarin': 35357, 'bummer': 23573, 'exasperate': 41967, "rifle's": 55663, "'post": 41968, 'ostentation': 55664, 'surreptitiously': 55665, "'posh": 55666, 'widman': 55667, 'case': 417, 'casa': 13054, 'koboi': 55669, 'cash': 2205, 'cask': 31006, 'cast': 174, 'cass': 25476, 'irrespective': 22075, 'abducted': 10113, 'abductee': 55670, 'ventriloquist': 27914, 'antisocial': 33341, 'acclaimed': 5349, 'for\x85': 55672, 'duplicating': 31007, 'impales': 31008, 'impaler': 35358, 'refinery': 55673, "samberg's": 44696, 'ironic': 2951, 'impaled': 13055, 'revolutions': 19621, 'participant': 16185, 'day¨': 55675, 'botching': 41969, 'author': 2130, 'xplanation': 55676, 'injurious': 55677, 'squadroom': 55678, 'catfish': 55679, 'manila': 41970, 'rerecorded': 71012, 'frequented': 31009, 'fended': 55681, 'status': 2665, 'kelvin': 41971, 'giacconino': 55682, "'smartest'": 55683, 'Ángela': 55684, 'petticoat': 31010, 'buzzwords': 55685, 'statue': 6113, "emmy's": 35359, 'freihof': 55686, 'gamin': 35360, 'ckin': 55687, 'bodied': 20732, 'delectable': 16921, 'fantasma': 55688, 'catchword': 55689, 'jersey': 6866, 'delectably': 31011, "boni's": 55690, 'speechifying': 35361, 'researchers': 20215, 'justify': 4353, 'puertoricans': 31012, 'splices': 55691, "jordan'": 55692, "'thuggee": 55693, 'spliced': 9904, 'cease': 15561, 'polish': 6710, "he'll": 3869, 'unconverted': 55694, "noam's": 25477, "'falling'": 55695, 'feminist': 4941, "happiness'": 55696, 'solarbabies': 55697, 'ditties': 35362, 'blackboard': 13459, 'starks': 55698, "mcneely's": 55699, 'ghent': 42394, 'feminism': 11621, 'complicit': 25478, 'oberman': 55700, "'henry'": 55701, 'kirby': 22076, 'habitual': 27915, 'electrolytes': 55702, "inventor's": 55703, 'deth': 27916, 'braddock': 41973, 'patrica': 35363, 'towel': 11341, 'coursed': 55704, 'ooga': 55705, 'patrice': 55706, 'patrick': 2326, 'marblehead': 35364, 'tower': 6270, 'unbalanced': 13562, 'snatcher': 27917, 'snatches': 20733, 'passers': 31013, 'simulator': 38677, "'god's": 55708, 'bantha': 41974, 'canova': 75476, 'snatched': 14967, 'denny': 15808, 'redeeming': 1650, 'warranting': 27918, 'noirometer': 55711, 'swaps': 35365, 'dunbar': 55712, 'yousef': 23574, 'revisioning': 55713, 'hipster': 31014, 'oneliners': 41975, "gillian's": 20734, "marriage's": 55714, 'diced': 55715, 'kilter': 16186, "brain'": 55716, 'assuredness': 38690, 'cringing': 8447, 'enjoyability': 35366, 'slaughter': 4679, "wisbar's": 67263, 'pooch': 20735, 'kilted': 75532, 'bafflingly': 35368, 'prattle': 41976, 'lifeboats': 27919, 'dicey': 48045, "expectation's": 55719, 'fillings': 55720, "swap'": 55722, 'whence': 25479, 'insturmental': 52629, 'rajshree': 41977, 'discrimination': 13460, 'doze': 23575, 'reactions': 3390, 'wildebeests': 41978, 'warbling': 20736, 'spinnaker': 55724, 'daghang': 55725, 'brunette': 8860, 'rising': 4680, 'backdrops': 9117, 'pullman': 11063, 'whaley': 41979, 'explicating': 55726, 'whales': 15562, 'cultured': 15563, "'intrigue'": 55727, 'whalen': 55728, 'amitji': 55729, 'cultures': 6711, 'ehm': 55730, 'ehh': 35369, 'bisaya': 55731, 'lindstrom': 55732, 'mischief': 17356, "pc's": 35370, 'nieporte': 55733, 'gft': 20068, 'magobei': 41980, 'costco': 41981, "mayfield's": 40137, 'esther': 5853, 'demostrating': 55736, 'apeing': 55737, 'koenigsegg': 55738, "culture'": 35371, 'extermination': 19622, 'windego': 55739, "whale'": 55740, 'harrow': 43735, 'mallory': 16922, 'metzler': 55741, 'magnoli': 55742, 'feliz': 41982, 'felix': 4015, 'circuited': 41983, 'brideshead': 27921, 'unimaginatively': 35372, 'zombified': 23577, "ai's": 55743, 'operation': 4649, 'resonating': 35373, "director'": 35374, 'rocketry': 31016, 'deserve': 1830, 'unlikley': 55745, "liberal's": 55746, 'linderby': 27922, "assassin'": 55747, "'lucifer'": 55748, 'immunity': 25481, 'paddy': 31017, 'deviation': 31018, 'mummies': 25482, 'finale': 1959, 'contradicted': 31019, 'carnegie': 55749, 'gutenberg': 55750, 'bullets': 3586, 'hulchul': 31020, 'finals': 23578, 'assassins': 10570, 'streisand': 3662, 'parsons': 6712, "'expect": 55751, 'directors': 904, 'treason': 16923, 'directory': 35375, 'numbing': 6544, 'ropsenlski': 55752, 'assassino': 55753, 'crumpled': 35376, 'barone': 55754, "anno's": 55755, 'flimsiest': 27923, "wilcox'": 55756, 'bulatovic': 55757, 'vulpi': 55758, 'generalize': 41984, "bronx'": 55759, 'cementing': 55760, 'tarri': 55761, 'decisions': 4142, 'glimpse': 3129, 'apartment': 1600, 'wassup': 55762, 'subsided': 55763, "mtv'": 55764, "sheedy's": 25483, "shots'": 41985, 'subsides': 55765, "baron'": 55766, 'draza': 55767, 'americanime': 41986, 'egyptian': 7708, 'infringement': 31021, 'kevyn': 55768, 'spetember': 55769, 'prognostication': 55770, 'sonnenschein': 55771, 'skewering': 35377, 'steeve': 55772, 'treating': 9118, 'adjective': 17103, 'bobiddi': 75825, 'clinched': 55774, 'crossovers': 35378, 'drewbies': 55775, 'cascading': 41987, 'occurs': 3450, 'singularly': 15564, 'ungrammatical': 81649, "chávez'": 55777, "hank's": 22077, 'reties': 55778, 'clincher': 29574, 'clinches': 55779, 'flick': 506, 'employing': 16187, 'girlfrined': 55781, 'unearp': 55782, 'bhatti': 35380, 'negotiator': 31022, 'bhatts': 81659, 'flics': 55784, 'naziism': 55785, 'calafornia': 55786, "my's": 41989, 'sue': 4717, 'sub': 1489, 'suo': 27924, 'sun': 2736, 'sum': 3037, 'suk': 55787, 'sui': 41990, 'suv': 12649, 'phildelphia': 55788, 'sur': 19623, 'entwine': 55789, 'sux': 35381, 'dieterle': 35382, 'toes': 10571, 'oooomph': 55790, 'whoppi': 35834, 'nakada': 55791, 'dirrty': 55792, "buzz's": 55793, 'janel': 32486, 'questions\x85': 55794, 'themself': 55795, 'egging': 55796, 'equations': 25484, "pdi's": 55797, 'underhanded': 55798, 'exiter': 55799, "shetty'": 55800, 'reanimator': 55801, 'mindsets': 27925, "assistants'": 55802, 'stiffness': 41991, "john's": 9279, 'camcorder': 5799, 'poignantly': 20069, 'enlivenes': 55804, 'problematically': 55805, 'jin': 27926, 'minette': 55806, 'solitude': 14417, 'enlivened': 25485, 'florence': 13945, 'clifford': 11969, "derek's": 12650, 'nutcases': 55807, 'charge': 2906, 'setna': 55808, 'rustic': 23579, "bourgeoisie's": 55809, 'bizare': 55810, 'discipleship': 55811, 'angrier': 35383, 'horses': 3233, 'inquisition': 29587, 'israel': 4993, 'unmoored': 41992, 'definition': 4960, 'immersion': 19147, 'horsey': 41993, 'sorcery': 10115, 'antibiotics': 55813, "dorothy's": 31024, 'achieveing': 55814, 'hissed': 55815, "who'll": 13461, "veteran's": 55816, 'presumed': 9674, 'opéra': 55817, 'ellender': 55818, 'kickass': 55819, 'lestrade': 35385, 'ineffectual': 16188, 'caveat': 27927, 'storyville': 41994, 'pleaseee': 41995, 'appaloosa': 55820, 'searchlight': 55821, 'duets': 18608, 'conspire': 22079, 'ominously': 29637, 'coop': 8448, 'metamorphosis': 12651, 'federation': 16189, 'terrestrial': 19624, 'hyland': 31025, 'sequiteurs': 55824, 'untied': 55825, 'occasionally': 2033, 'spoilerwarning': 55827, 'unflaunting': 55828, 'geki': 41996, 'krazy': 55829, 'throuout': 55830, "blood's": 50181, 'sabine': 31026, 'flashed': 16023, 'sabina': 22080, 'antebellum': 35387, 'envisioning': 35388, 'adventure': 1151, 'ironman': 55833, 'concentrating': 12652, "khan's": 19625, 'dorms': 55834, 'obstinately': 55835, 'holograms': 38788, 'susan': 2784, 'meticulous': 14969, 'dentro': 76136, "regular'": 55837, 'encased': 25486, 'duning': 39902, 'masturbate': 36842, 'isnt': 16924, 'flaunt': 31027, 'darlington': 49132, 'pretext': 13462, "'f'": 31028, 'unverified': 55841, 'jacobs': 31029, 'erlynne': 55842, 'chants': 23580, 'jacoby': 55843, 'cybersix': 25487, '\x84predator': 55844, 'jacobb': 55845, 'jacobe': 55846, 'jacobi': 15565, 'chrecter': 55847, 'soccer': 4254, 'sathya': 55848, 'somebody': 1840, 'generously': 22081, 'horribleness': 35389, 'unrefined': 41999, 'embeth': 20737, 'instructions': 14418, 'intolerably': 22082, 'algerian': 35390, 'accommodates': 42001, 'sumire': 55849, 'intricacy': 27928, 'tactless': 55850, 'accommodated': 42002, 'spellman': 42003, 'intolerable': 13946, 'rehashes': 26082, 'baddness': 55851, 'oppressed': 11622, 'narcissus': 32685, 'loopy': 17722, "nature's": 20738, 'loops': 27929, 'practitioner': 22205, 'oppresses': 55853, "roof'": 55854, 'croaking': 55855, 'impersonation': 10333, 'monocle': 55856, 'telltale': 35392, "lombardo's": 55857, 'hilt': 11064, 'hydraulic': 35393, 'hisako': 55858, 'invidious': 64641, 'hill': 2187, 'bazooka': 22083, 'compounding': 31030, 'kiddoes': 55859, "mainframe'": 55860, 'roofs': 19626, "mancini's": 72770, 'encroach': 55861, "loop'": 55862, 'lansford': 35394, 'vacillating': 55863, 'phinius': 71037, 'unaccpectable': 55864, 'luger': 17723, "seattle's": 55865, 'fantastical': 11623, 'virtuosic': 55866, "'black": 16925, 'alterego': 55867, "carreyism'": 55868, 'prejudice': 5518, 'glushko': 64645, 'arlington': 16494, 'prejudicm': 55872, 'shrewish': 31031, 'seeming': 5978, 'urinal': 42004, "fim's": 55873, 'bernadette': 18609, 'totalitarianism': 31032, "kin'": 42005, 'story': 62, 'scathing': 15566, 'leading': 968, 'gpa': 42851, 'erroll': 13463, 'stork': 31033, 'superabundance': 82855, 'storm': 3159, 'pilfered': 50280, "'europa'": 55823, 'store': 1127, 'temptations': 18610, 'baguettes': 55876, 'calculations': 55877, 'vandenberg': 55878, "spirogolou's": 55879, "audience's": 6960, 'blaise': 7372, 'luckily': 3463, 'retinas': 27930, 'videothek': 55881, 'fidget': 55882, 'newsday': 55883, 'vaporised': 55884, 'versatility': 13464, 'shrunken': 42006, 'reflection': 5045, 'king': 708, 'kind': 240, 'kine': 27931, 'pcs': 55885, 'kino': 20739, 'kink': 23581, 'naranjos': 42007, 'i': 10, "ballard's": 42008, 'tongues': 18611, 'motivation': 3663, '92': 19674, 'skyscrapers': 35395, 'storytelling': 2801, 'jarjar': 55886, 'shrewd': 13948, 'jannings': 13056, "slater's": 25489, 'raskolnikov': 55887, 'tongued': 18612, 'architected': 55888, 'shrews': 35396, 'smallpox': 31034, "roddenberry's": 35397, 'cobras': 55889, 'jodha': 55890, "moonchild's": 55891, 'sholem': 55892, 'conforming': 42009, 'entirety': 6271, 'humanize': 31035, 'dierdre': 55893, 'maitresse': 59234, 'indiscernible': 31036, 'unexploded': 46650, "chloe's": 42010, 'gill': 35398, 'skidoo': 35399, 'inconvenience': 31037, 'gila': 42011, 'architects': 35400, 'rarefied': 23582, 'fangled': 35401, 'impacting': 27932, "'opening": 27933, 'gilt': 55896, 'flyyn': 55897, 'probabilistic': 55898, 'ditzy': 15567, 'farmhouses': 55899, "30's": 5631, 'dealers': 8449, 'gentrification': 55900, 'pandering': 27934, 'lumbers': 35402, 'destruct': 35403, 'forerunner': 20740, "amani's": 55901, 'acclaims': 42012, 'typhoon': 37877, 'lying': 3170, 'clowes': 55903, 'vaunted': 42013, 'barter': 42014, "'gabe'": 76640, 'inflexible': 25490, 'safran': 55904, 'presbyterians': 42015, 'bartel': 19627, "fat'": 58453, "moviemanmenzel's": 55906, 'plantage': 42016, 'painfulness': 55907, 'tilly': 11624, 'ies': 55908, 'sheppard': 12653, "bondage's": 76656, 'airtime': 35405, 'incapacitating': 55910, "mom's": 9481, 'nickie': 55911, 'founding': 18200, 'invoke': 23583, 'fleashens': 55912, 'knighted': 31038, 'kossack': 55913, 'reprint': 55914, 'emails': 22085, 'contextual': 25491, "'puuurfect'": 55915, 'expositor': 55916, 'catharsic': 55917, 'brendan': 5979, 'rakastin': 55918, 'macrauch': 42017, 'demian': 32687, 'wroth': 55919, 'catharsis': 14970, 'engraved': 31039, 'wrote': 1037, "mercer's": 42018, "'pickup": 30111, 'forego': 35407, 'invlove': 55921, 'engalnd': 55922, "'book": 42019, 'paesan': 55923, 'dhéry': 55924, "lebrun's": 55925, 'visualize': 23584, 'dinocroc': 13057, "opera'": 55926, 'underpinning': 42020, '\x85but': 55927, 'jaundiced': 35408, 'mismatch': 30345, 'overstuffed': 35409, "'being": 31040, 'obscenities': 20741, 'solo': 4318, 'soll': 27935, 'misstep': 18613, 'ushered': 42021, 'silicone': 20742, 'sold': 2959, 'sole': 3716, 'confiscated': 22087, "'boo'": 55928, "ewell's": 42022, 'fatality': 42023, 'confiscates': 55929, 'sols': 55930, 'silicons': 55931, 'voudon': 55932, 'oversee': 27936, 'anayways': 55933, "'lost": 27937, 'viles': 55934, 'operas': 9482, 'superlivemation': 42024, 'distress': 6713, "'debut'": 52660, "nance's": 55935, 'fitness': 27836, 'deposits': 27938, 'sences': 55936, 'distroy': 55937, 'nettles': 42025, "'brella": 55938, 'chlo': 55939, 'thehollywoodnews': 55940, "melanie's": 55941, 'peninsular': 55942, 'extends': 13949, 'affectionate': 13058, 'institutionalized': 23585, 'flight': 2814, 'algeria': 42026, 'bvds': 55943, "'andy'": 55944, 'precision': 10818, 'calson': 26487, 'margaux’s': 55946, "kinkade's": 55947, 'notables': 27939, 'instructor': 10334, "beauty'": 31041, 'dassin': 31042, 'guilts': 50282, 'workmen': 55948, 'indefinitely': 35410, 'warrant': 8077, 'mchattie': 42028, 'idrissa': 22088, 'narsil': 55949, 'funking': 55950, 'homework': 10710, 'encumbering': 61870, 'mordant': 55951, 'schorr': 55952, 'shortened': 10819, 'suncoast': 42029, 'styx': 35411, 'antithesis': 14971, 'mankinds': 55953, 'broklynese': 35412, 'wooed': 31043, 'laundered': 42030, "'betaab'": 55954, 'parodic': 42031, 'mauritius': 44716, 'highen': 55956, 'shirt': 3735, 'stainboy': 55957, 'krel': 52665, 'cinematoraphy': 55958, 'shire': 31044, 'badgering': 55959, "prostitute's": 35414, '9': 787, 'evangelistic': 42033, 'shirl': 55960, 'daughters': 2844, 'higher': 1928, 'sell': 2222, 'oui\x85': 55962, 'grandiosely': 55963, 'restraint': 7808, 'restrains': 55964, 'boat\x97thus': 55965, 'tomilson': 55966, "wang's": 27941, 'frío': 55967, 'overington': 42035, 'spliting': 55968, 'conquistadors': 31334, 'spaceman': 55969, '262': 55970, 'outwits': 31045, "'listless'": 55971, "daughter'": 42036, 'magnified': 25494, 'schell': 21501, 'bronstein': 35416, 'machinery': 10572, 'magnifies': 42037, 'lording': 55973, 'unmated': 77058, 'portastatic': 77060, 'remember\x85': 55976, 'rewound': 20743, 'halperin': 15100, "'hakuna": 42038, 'paxtons': 42039, 'humaine': 55977, 'questions': 1201, 'racially': 16190, 'patel': 35417, 'summaries': 23586, 'meanest': 22089, 'adrienne': 16191, 'treacle': 42040, 'toulon': 55978, "butcher's": 31046, 'resourcefulness': 25495, 'uncapturable': 55979, 'albaladejo': 71057, 'treacly': 35418, 'erudite': 20744, 'manoven': 42041, 'costarring': 55981, 'finder': 27942, 'aleksei': 42042, 'discriminators': 55982, "question'": 42043, "hour's": 55983, "myself'": 64665, 'clemence': 55985, 'advocate': 12654, 'sightings': 22091, "part's": 31047, "comedy'": 35419, 'stagehands': 55986, 'xylons': 55987, 'ontkean': 42044, 'skeptical': 7485, 'shuddup': 42045, 'confront': 6272, "'hating": 55989, 'separately': 12484, 'uproar': 17724, 'silliphant': 55991, 'tvone': 86337, 'judson': 18614, "l'infant": 55992, 'necropolis': 42046, 'hessler': 31048, 'phone': 1696, 'strunzdumm': 55993, 'hurriedly': 19628, 'philisophic': 55994, 'boogers': 42047, "'original'": 31049, 'drunkenly': 35420, 'dalmers': 55995, 'duguay': 55996, "manchu's": 42048, 'viciente': 40739, 'rectitude': 35421, 'attal': 27943, 'fiancé': 5291, 'imdbs': 42049, 'refused': 5176, 'consolation': 17725, 'refuses': 3052, 'mancoy': 55997, 'bedevils': 72744, 'vivid': 3980, "gilmore's": 31050, 'pipeline': 31051, 'asserting': 31052, 'bristling': 55998, "screams'": 55999, 'csikos': 56000, 'plaza': 35422, 'virus': 3310, 'lifeless': 5927, "sbardellati's": 56001, 'gujarat': 56002, "lucky'": 56003, 'palladino': 58470, 'youthful': 6197, "hero's": 6714, 'attachés': 42050, 'conflated': 56004, "phil's": 35423, 'heedless': 56005, 'damita': 35424, "helms'": 70753, 'artifice': 16192, "barlow's": 56006, 'strumming': 56007, 'stench': 18615, 'loni': 17726, 'impressed': 1552, 'eyecandy': 42051, 'acquiesce': 56008, 'lona': 56009, 'lone': 4803, 'handles': 5928, 'long': 193, 'childishness': 35425, 'impresses': 11625, 'etch': 42052, 'waistband': 42053, 'authored': 25496, 'tattoine': 56011, 'bradbury': 21505, 'deviations': 29169, 'catwalks': 42055, 'helfer': 42056, 'faceness': 56012, 'ménard': 77341, 'tearoom': 56013, '4ever': 26914, 'forefather': 42057, 'fulfilling': 8787, 'incase': 35426, "hasn't": 1478, 'lifespan': 31054, 'maclhuen': 56014, 'fluctuations': 42058, 'polarised': 56015, 'tiniest': 17727, 'ralli': 27944, 'elogious': 42059, 'coordinator': 27945, 'jiggly': 42060, 'rally': 11342, "samaha's": 67673, 'simonetta': 35427, 'rainbow': 10116, "bulow's": 56017, 'moskve': 56018, 'camcorders': 31055, "thelis's": 77409, 'saffron': 14972, 'nick': 1848, 'nico': 31056, 'outlooking': 56019, 'bandstand': 42061, 'kamal': 9119, 'nice': 324, 'dictating': 20745, 'plane\x85': 56020, 'boogey': 25497, 'smitten': 9804, 'booger': 56021, 'cityscapes': 27946, 'medina': 56022, 'vernois': 56023, 'dragnet': 20746, 'janeane': 11343, 'meaning': 1214, 'gloopy': 56024, 'allowing': 3495, 'puncture': 31057, 'wrinkle': 11971, 'relaunch': 42062, 'brisco': 56025, 'chynna': 22092, 'departments': 10335, "'shawshank": 56026, "teen's": 27947, 'lovemaking': 16927, 'ashton': 13059, 'cerletti': 42063, 'bachachan': 56027, "'western'": 56028, 'freedomofmind': 56029, 'pacingly': 56030, 'dispel': 23587, "mclaren's": 56031, 'infatuation': 16193, 'discordant': 48652, 'deviously': 42064, 'incorruptable': 56033, 'leung': 14419, 'inbreeding': 31058, 'exterminate': 35429, 'languages': 8788, 'shamefull': 56034, "rumann's": 56035, 'repackage': 56036, "cam's": 56037, 'include': 1467, 'pieczanski': 56038, 'dandy': 6198, 'terseness': 56039, 'stales': 56040, 'skivvies': 56041, 'sheds': 19629, 'remade': 5632, "strummer's": 35430, 'renascence': 56042, 'aapke': 25498, "language'": 56043, 'leveled': 23588, 'jyotsna': 56044, 'depalma': 12290, 'dibiase': 14420, 'melodies': 13060, 'leveler': 56045, 'disclaimer': 13061, 'concluded': 11344, 'toils': 35431, 'malick': 25499, 'gripping': 3130, 'edina': 56046, 'wrestling': 4207, 'malice': 16194, 'frighting': 56047, 'aldwych': 42065, 'keyboardists': 56048, 'reunion': 3131, 'buccaneer': 31059, "everyones'": 56049, 'stds': 56050, 'medieval': 6805, 'outsmart': 20747, "'metafilm'": 56051, 'judy': 4421, 'poofters': 69026, 'stunker': 56052, 'robespierre': 56053, 'caruso': 9675, 'hawdon': 56054, 'chose': 2468, 'kangaroo': 56056, 'keymaster': 56057, 'stowe': 10836, 'peripatetic': 56058, 'explore': 3736, 'lyrically': 56059, 'eraticate': 88065, 'kranks': 56061, 'flexibility': 27948, 'settling': 12656, 'geeeee': 56062, 'music\x97but': 56063, 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'perma': 42071, 'autobiography': 8790, 'provoke': 11264, 'miike': 4521, 'cliches': 6360, 'miiki': 56086, 'sidewalks': 25502, 'stewardship': 42072, 'roughness': 56087, 'trruck': 56088, 'khialdi': 56517, 'camerawork': 13465, 'botkin': 56090, 'jodelle': 22094, 'adventurers': 22095, 'cliched': 7000, 'harding': 22096, 'detests': 35435, 'ohmigod': 56091, 'normalcy': 14974, "mumari's": 73075, 'pippin': 31847, 'unnaturally': 22097, 'schoedsack': 35436, 'gemma': 23545, 'deteste': 56093, 'somethin': 31061, 'bodas': 56094, 'luthercorp': 56095, 'villan': 35437, 'documentarist': 35438, 'budge': 35439, 'rawness': 27951, 'rotld': 56096, 'civics': 31062, 'turnpoint': 56097, 'villas': 35440, 'abuelita': 56098, "cliche'": 25503, 'kindergarteners': 56099, 'violator': 56100, 'perishing': 56101, 'ngema': 56102, 'sanctioned': 25504, "min's": 30664, 'reptile': 17728, 'interpreted': 9676, 'whilst': 1861, 'waterworld': 25505, 'interpreter': 42073, 'unchecked': 35441, 'oopps': 56103, 'superior': 1728, 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11973, 'landsman': 56177, 'hi': 6593, "weber's": 56179, 'swarming': 19634, 'tolokonnikov': 56180, 'purples': 56181, 'crocks': 76871, 'neighter': 56182, 'balding': 17425, '30pm': 35453, 'quentine': 56183, 'pleases': 16929, 'pleaser': 17732, 'spanking': 23594, 'chapters': 9483, 'drinks\x85': 56184, 'utter': 2149, 'pleased': 3518, 'cheezie': 56185, 'litigation': 42093, 'kathie': 56186, 'furnished': 20754, 'hobnobbing': 56187, "rating's": 56188, "frankbob's": 56189, 'hd': 16198, "'quest": 56190, 'he': 26, 'indignant': 26969, 'cube': 3268, 'religous': 42095, 'skimp': 31071, 'skims': 35455, 'harmed': 14977, 'peacemakers': 56191, 'veblen': 56192, 'lafitte': 19635, 'cubs': 20755, "'flash'": 56193, 'aleck': 25510, 'hawtrey': 35456, 'married': 1018, 'sauntered': 56194, 'conelly': 56195, 'hauteur': 56196, 'juror': 42096, 'marries': 5754, 'heathens': 42097, 'reginal': 56197, 'mukesh': 63363, 'cyberpunk': 23595, 'confrontational': 27956, 'akcent': 56198, 'bonacorsi': 56199, 'be\x85': 56200, 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"almodóvar's": 56224, 'reeves': 5980, 'shivaji': 56225, "'adviser'": 56226, "macchesney's": 56227, 'rousers': 56228, 'corresponded': 42107, 'stunning': 1377, "ruben's": 56229, 'kinetescope': 72362, 'flintlock': 56230, "morone's": 56231, 'unworkable': 56232, 'crassness': 56233, 'draining': 13953, 'meurent': 56234, 'lightweight': 8792, 'disinterred': 56235, 'hocus': 27958, 'bucketfuls': 56236, 'maddening': 17733, 'temptingly': 56237, 'lyricists': 42109, 'exuberance': 15568, 'balcony': 9907, 'disciple': 27959, 'suzy': 17734, 'suzu': 56238, 'disagree': 3436, 'romeo': 6545, 'overcrowded': 31075, 'recriminations': 42110, 'estrela': 42111, 'suze': 56239, "darbar''s": 56240, 'warming': 4048, 'valeria': 25511, 'valerie': 9283, 'chittering': 56241, 'dignitary': 42112, 'timbre': 35458, 'enamored': 15569, "dickinson's": 42113, "bradbury's": 23598, "malone's": 22100, 'scruples': 27960, 'conquer': 10573, 'vorhees': 27961, 'stupednous': 56242, "cassette's": 56243, 'cameo': 2052, 'camel': 14123, 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"'comment'": 56288, 'nourish': 56289, 'alexa': 22102, 'hollanders': 56290, 'defames': 56291, 'bigamy': 56292, 'volume': 6546, "parent's": 18620, 'alexs': 56293, 'automated': 35466, "televangelist's": 56294, 'defamed': 56295, 'gulagher': 56296, 'arnt': 42129, 'gronsky': 56297, 'protesting': 20758, 'embolden': 56298, 'fossilized': 56299, 'karts': 42130, 'arne': 25517, "5'5''": 69524, "captain'": 56300, "eva's": 20759, 'combatants': 24302, 'kenn': 87785, 'horrific': 2990, 'intimidating': 11346, 'overhauled': 56301, 'nymphet': 42131, 'schmoe': 56302, 'ramonesmobile': 56303, 'tremulous': 37847, 'gizmo': 27964, "magician's": 35468, 'amovie': 56304, 'ohtar': 31079, 'simular': 42132, 'glint': 42133, 'fenwick': 27965, 'subliminally': 35469, 'valientes': 22103, 'sharron': 42134, 'sporchi': 56305, 'coffees': 56306, 'repute': 33620, 'conclusion': 1171, 'become\x85a': 56307, 'marshland': 56308, 'kinds': 2569, "'food'": 56309, 'pumps': 20760, 'kinda': 1929, 'rhapsody': 22104, 'pumpy': 56310, 'auxiliary': 56311, 'sass': 31080, 'invests': 20761, 'fritz': 8005, 'sase': 42136, 'dominoes': 31081, 'tonnes': 25518, 'laundromat': 31082, 'sash': 56312, 'expletives': 19637, 'impersonalized': 56313, 'institutionalised': 27966, 'yellow': 4174, 'ioana': 31083, 'prefix': 56314, 'roslyn': 42137, 'plaudits': 25519, 'gabriella': 19638, "'sitting": 60543, 'gabrielle': 16931, 'goldfinger': 35471, 'otro': 35472, 'augustine': 48476, 'fiddling': 40704, 'fingernails': 13468, "schwimmer's": 35473, "neck's": 56315, 'flicking': 23600, 'figg': 56316, 'delpy': 14978, 'shielding': 56317, 'regional': 15570, 'fastbreak': 56318, "sokurov's": 35474, 'stormriders': 31908, 'rancour': 56320, 'starships': 56321, 'engilsh': 56322, "'present'": 56323, 'reformatted': 42138, 'huggies': 56324, 'titles\x97you': 76905, "'loser'": 42139, 'intensification': 56325, 'debuting': 35475, 'tulipe': 24968, 'yashere': 56326, 'expanded': 9187, 'friedkin': 25520, 'miller': 3085, 'deportivo': 77268, 'moshkov': 56328, "storm's": 56329, 'budget': 349, 'undynamic': 56331, 'yodelling': 56332, 'crisply': 42140, 'tether': 56333, 'sílvia': 56334, 'dangled': 42141, 'whaling': 19639, 'unlisted': 56335, "monsters'": 56336, 'negates': 23601, 'dangles': 35476, 'cagey': 29174, 'increasing': 8793, "'aladdin'": 56338, 'pictorially': 42142, 'insinuation': 42143, 'avert': 22105, 'collette': 7158, 'jasmine': 18621, 'lawyered': 56339, 'emmerson': 35477, 'remer': 25521, 'borrowers': 56340, "d'angelo's": 56341, "'military'": 56342, 'cheeche': 56343, 'oasis': 18622, 'vigo': 35478, "silvestro's": 49182, 'vigalondo': 23602, "m'excuse": 56344, 'santoni': 56345, "park's": 20763, 'besets': 56346, 'explained': 1849, 'guiltlessly': 56347, 'parasomnia': 31087, 'maisie': 56348, "squatters'": 56349, '\x84heads': 56350, 'scoffed': 42144, 'santons': 56351, 'nessun': 42145, 'spoke': 4594, 'commoditisation': 56352, 'impartiality': 42146, 'overshadow': 23603, 'glimmering': 56353, 'escarpment': 31088, 'telegraph': 23604, 'heralded': 18623, 'wurth': 56354, 'yawahada': 56355, 'hoffmann': 27967, 'segregationist': 56356, 'mired': 22106, 'successful': 1109, 'greendale': 20074, 'symbolisms': 30869, "harlem's": 56357, 'whirling': 22107, 'hurt': 1484, 'hurl': 16932, 'cineaste': 31089, 'hurd': 56358, 'fifths': 42148, 'straddle': 42149, 'mcgarrett': 42150, 'pidgeon': 12291, "macgregor's": 42151, 'masterminds': 42152, 'warships': 43128, 'unlikened': 56359, 'melons': 31090, 'misstepped': 79391, 'household': 4942, 'artillery': 18624, 'julissa': 31091, "pesci's": 32022, 'meloni': 19640, 'pogees': 56361, "carol's": 16199, 'doright': 56362, 'scottsboro': 56363, 'preferably': 8794, 'orbs': 42154, 'worldview': 35482, 'unpaid': 31092, 'complaining': 5292, 'handguns': 27968, 'damage': 4016, 'panpipe': 56364, 'machine': 1689, 'methodology': 42155, 'machina': 16200, 'film\x85her': 56365, 'preferable': 15571, 'piven': 42156, 'gaming': 12292, 'gamine': 35483, 'cabbie': 35484, 'swing': 5461, "'fistful'": 49237, 'giullia': 35485, 'nauvoo': 35486, "bake's": 25522, 'siberia': 56367, 'tujunga': 56368, 'marginalize': 42157, 'calvet': 20764, 'calves': 42158, 'wins': 2936, 'attracts': 11066, 'lousier': 56369, 'wink': 10574, 'beeping': 31093, 'wino': 42159, 'keeps': 938, 'tournaments': 37327, 'hellbent': 35487, 'wing': 2768, 'wind': 1930, 'wine': 6806, 'adamos': 56370, 'mmmmmmm': 57377, 'unawkward': 56371, 'patoot': 56372, 'handcuff': 42160, 'bilson': 31094, 'mabel': 7373, "zhang's": 83859, "'grease'": 56373, "reindeer's": 42161, 'rankings': 25523, 'juxtapositioning': 56374, 'endeavoring': 42162, 'mewling': 42163, 'pooing': 56375, 'shipbuilder': 56376, "'jake": 56377, 'yecchy': 56378, 'upn': 35384, 'kohner': 39358, 'inoculated': 42165, 'enrich': 23605, 'enrico': 14980, 'commemorate': 31096, 'captioned': 32695, 'mongering': 42166, 'township': 31097, 'silver': 3387, 'risible': 19200, 'rumour': 18626, 'represents': 3418, 'queues': 42167, "road's": 56381, 'dumps': 11067, 'cowie': 56382, 'matiss': 31098, 'sindhoor': 56383, 'medicore': 56385, 'preceded': 11628, 'musicly': 56386, 'financial': 4115, 'swathe': 42168, 'garment': 35488, 'takaishvili': 56387, 'bowls': 27969, 'yiddish': 20348, 'fortnight': 31099, 'laboratory': 7374, 'truman': 6547, 'wfst': 56388, 'hairdressers': 56389, 'washingtonians': 56390, 'urbane': 16933, 'cooter': 42169, "bregana's": 56391, 'sexton': 35489, 'gertrude': 10078, 'navid': 56392, 'assured': 5687, 'waddle': 49299, 'midpoint': 35490, 'fugitive': 9486, 'mindedly': 56393, 'navin': 42171, 'sensory': 27970, 'assures': 20765, 'necessarily': 2704, 'sensors': 56394, 'metallica': 31100, 'subsistence': 42172, 'belieavablitly': 56395, "'challenge'": 56396, "shyamalan's": 42173, 'abets': 79686, 'nibelungenlied': 35492, "if's": 56397, 'sahl': 56398, 'secularism': 56399, 'ups': 1966, 'adjustment': 20766, "rizzo's": 42174, '9pm': 28876, 'devadharshini': 56401, 'ghunghroo': 76827, 'ferch': 35493, "conker's": 56402, 'shopper': 35494, 'subtlety': 4208, 'daens': 56403, 'shopped': 42176, "pseud's": 42177, 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56472, 'piotr': 56473, 'babied': 56474, 'fantine': 35508, 'lushly': 31118, "'seventies'": 80288, 'wendel': 56476, 'enlistment': 25529, 'feuding': 19642, 'babies': 5409, 'etvorka': 56477, 'melies': 29649, 'plonker': 56478, 'voiceover': 23613, 'brücke': 80307, 'ringleaders': 56479, 'josef': 25530, 'stiffs': 27979, 'plonked': 42202, 'pioneers': 13469, "exorcist''": 56480, 'margotta': 34466, 'nachoo': 80327, 'fanfilm': 56482, 'bonny': 31119, 'coldness': 25531, "alberta's": 56483, 'subpoena': 56484, 'spearheading': 56485, 'misrepresents': 56486, 'pelswick': 56487, "molestation'": 82967, 'fittest': 35509, 'krog': 56489, 'kroc': 56490, 'ryuhei': 30412, 'masons': 35510, 'moonwalk': 56491, 'forsaken': 13068, "vampire's's": 56492, 'disporting': 56493, 'plight': 4595, 'caregiver': 42203, 'godfathers': 39487, 'mridul': 24822, 'coaltrain': 42205, 'coselli': 56495, 'gotham': 14424, 'genevieve': 35511, 'thickening': 42206, "complex'": 56496, 'collections': 14982, 'delinquents': 18632, 'hightower': 23614, "bendre's": 56497, 'sudetenland': 56498, 'farceurs': 35512, 'ursus': 56499, 'birth': 2537, 'miou': 19643, 'county': 7375, 'articulated': 31120, 'occupys': 58559, 'abscessed': 56500, 'tarantulas': 56501, 'ludivine': 34145, 'cochrane': 56502, 'pavement': 17741, "court's": 27981, "katsuhito's": 56503, "jury's": 35513, 'drowned': 7491, 'aristos': 56505, 'truncated': 17480, 'honneamise': 56506, '¨grapes': 56507, 'pink\x96': 56508, 'bromwich': 56509, 'henkin': 80476, 'unbielevable': 56511, 'warring': 19644, 'fuchsberger': 31121, 'gasps': 22116, 'mcleod': 23615, "daddy's": 19645, "lenz's": 56512, 'fascistic': 31122, 'anniston': 27982, 'gaspy': 56513, 'marseilles': 33816, 'individuals': 3571, "lenin's": 56514, 'consummately': 80515, 'serpents': 42209, "fifties'": 42210, 'emminently': 56516, 'pinched': 27983, 'betrayal': 5462, 'trampoline': 31123, 'marquez': 26494, 'labeija': 56519, 'shifting': 8795, 'pincher': 56520, 'pinches': 80541, 'brokerage': 56521, 'squelching': 56522, 'insinuations': 35515, 'derailed': 20769, 'opossums': 56523, 'simians': 56524, "'soapdish'": 35516, 'alexandre': 6308, 'despair': 4850, 'repellent': 10576, 'bandai': 56525, "trudi's": 56526, 'emilia': 18633, 'emilie': 35517, 'vculek': 42211, 'gauze': 42212, 'bankrobber': 56527, 'dusted': 35518, 'gogool': 56528, 'mambo': 27985, 'degen': 56529, 'reducing': 20770, 'gauzy': 35519, 'fiume': 56530, 'farcelike': 56531, 'panorama': 21612, "verite'": 56533, "bs'er": 56534, 'hothead': 56535, 'laplanche': 56536, 'panacea': 35520, 'barrows': 35521, 'networks': 8057, 'ncos': 56537, 'fascination': 5177, "ledger's": 56538, 'conclusively': 56539, 'gripes': 22117, 'fembot': 42213, 'hemisphere': 39535, 'gripen': 56540, 'melania': 56541, 'sparklingly': 42832, 'griped': 56543, 'silliness': 5293, 'mirthless': 42214, 'chemestry': 56544, "brides'": 56545, 'slobbers': 56546, 'pest': 25533, 'torturing': 8618, 'pontificate': 49598, 'slobbery': 56548, 'panels': 17742, "appearance's": 56549, 'juvenile': 3952, 'liberal': 3694, '\x91spiritually': 56550, 'percolating': 35522, 'tournament': 10822, 'scarab': 56551, "'muppet'": 56552, 'exist': 1775, 'serafin': 56553, 'kho': 56554, 'accounting': 20771, 'wealthy\x85': 56555, "ja'net": 56556, 'mekum': 35523, 'posting': 12658, 'siska': 56557, 'dotted': 22118, 'attitudes': 4639, 'republic': 7274, 'soho': 25534, 'disastrously': 20772, 'klondike': 22119, "'excellent": 35524, 'postino': 48488, 'invested': 7487, "idea'": 56559, 'persecution': 16937, 'merle': 15915, "east's": 82984, 'spades': 11348, 'stringfellow': 71164, 'schrab': 56561, "'patton'": 76301, 'sniffed': 56562, 'ottawa': 25535, "b'elanna": 42215, 'goaded': 42216, "blue's": 35525, 'urinary': 56563, 'novelty': 6986, 'glendyn': 56564, "d'état": 35527, 'blacks': 5350, 'avalanche': 10823, "5'2": 56565, "anyones'": 56566, 'raciest': 42218, 'entwined': 21233, 'venice': 12293, 'dimensionality': 27986, 'potentate': 52776, 'rousing': 8451, 'overdid': 35528, "'update'": 56568, 'weill': 25536, 'indolent': 31125, "5'6": 76961, "'jumpin'": 56569, 'veterans': 7376, "ring's": 42219, 'workshops': 50303, 'prepaid': 56571, 'directorial': 3664, 'schwarzenberg': 35529, 'farmzoid': 56572, 'mourn': 25537, '5min': 56573, 'wondrously': 42220, 'bregana': 27987, 'solves': 13069, 'solver': 35530, "shutterbug's": 56574, "'happy": 25538, "'girly'": 56575, 'geeze': 56576, 'solved': 8071, 'porshe': 56577, 'minion': 14426, 'erotic': 2472, 'telford': 56579, 'catatonic': 19646, 'krafft': 56580, 'catatonia': 56581, 'mentored': 42221, "jessica's": 35531, 'schiffer': 56582, '70mm': 35532, 'manette': 56583, 'drews': 42222, 'braincell': 56584, 'crackpot': 20773, 'current': 2025, 'extraterrestrial': 23616, 'banyo': 56585, 'catfight': 82985, 'puckett': 42223, "housekeeper's": 56587, 'hesterical': 56588, 'manfish': 42224, 'abscond': 42225, 'amalgam': 20774, 'dithyrambical': 56589, "'crew'": 56590, 'persecuted': 16202, 'epidermolysis': 42226, "soavi's": 42227, 'pentagrams': 42228, 'studied': 7377, 'wherever': 7940, "d'indy": 56591, 'commonly': 12294, 'kitbag': 56592, 'charybdis': 56593, 'studies': 5633, 'studier': 56594, 'bearable': 8796, 'carpets': 35533, 'inversed': 42229, 'rambo': 3953, 'carrigan': 39594, 'worldliness': 42231, "anselmo's": 56595, 'cabell': 23617, "boring'": 42232, 'shriekfest': 42233, 'grimmest': 56596, 'squirting': 25665, 'obscured': 19013, 'sunbathing': 56598, 'medichlorians': 58580, 'predictions': 17743, 'vuxna': 56599, "'catch": 56600, 'dangly': 35534, "believe'": 56601, 'king’s': 56602, 'afford': 4143, 'flieder': 56603, 'apparent': 1731, "duffell's": 35535, "cody's": 19288, 'easiest': 11349, 'behalf': 9121, 'modernised': 35537, 'scholes': 42234, 'roselina': 81754, 'lumberjack': 25539, 'overloaded': 23618, 'fatalistic': 19647, 'fizzing': 56604, 'believer': 8937, 'believes': 2248, 'interracial': 17744, 'vega': 6807, "drama'": 82988, 'slowness': 18634, 'kendrick': 18635, 'believed': 2414, 'scenics': 35538, 'fandango': 56606, 'chompers': 56607, 'escapees': 17526, 'hideo': 18636, "'guarontee'": 56609, 'balibar': 56610, 'intransigent': 56611, 'hides': 5929, "seach'd": 56612, 'goofus': 56613, 'katsu': 11977, 'agendas': 19648, 'winter': 3438, 'elephant': 4488, 'aquawhite': 56614, 'cavil': 56615, 'snaps': 10824, 'blasting': 13470, 'rehabilitate': 42235, 'malarkey': 35539, 'date': 1301, 'phlip': 56616, 'data': 8305, "secrets\x97director's": 56617, 'forestier': 56618, 'sectors': 35540, 'applicant': 31127, 'sclerosis': 56619, 'yielding': 35541, "agenda'": 56620, 'garlands': 56621, 'definitions': 23619, 'portrayers': 56622, 'assante': 35542, 'shiris': 42237, 'jarmila': 56623, 'unfavorably': 42238, "durbin's": 35543, "molina's": 27988, 'haute': 25540, 'unacceptable': 14427, 'clearence': 56624, 'unacceptably': 56625, "giovanni's": 46961, 'kanye': 56626, 'braids': 42841, '0ne': 56627, "zmed's": 56628, 'solitary': 11978, 'physicalizes': 56629, 'lackluster': 5129, 'bagels': 56630, 'brinke': 18637, 'weaker': 6115, 'oakley': 27161, 'hellboy': 56631, 'covertly': 42239, 'creations': 7810, 'overglamorize': 81246, 'orchestrating': 35545, 'decades': 2737, 'disturbingly': 16938, 'ladty': 56632, "'cleo'": 56633, 'matches': 4256, 'insomnia': 6808, 'records': 5634, "frewer's": 35546, 'pastore': 27989, 'tensity': 42241, 'arriving': 6809, 'natwick': 42242, 'runners': 19649, 'matched': 4719, "naudet's": 42243, 'goofily': 56634, "decade'": 56635, 'jarols': 56636, 'revert': 23620, 'bowling': 10338, 'reverb': 56637, 'repaired': 31128, 'revere': 25541, 'achterbusch': 56638, 'revised': 22122, "burwell's": 81319, 'woodcraft': 56640, 'khiladi': 56641, 'giddy': 13471, 'canvas': 10120, 'workaholic': 19650, 'unreleasable': 56642, 'grrrrrrrrrr': 56643, 'blower': 32513, 'sibilant': 56644, 'suggesting': 6896, 'inspects': 52790, 'linguine': 56646, 'bordering': 14428, 'interactivity': 56647, 'kanedaaa': 56648, 'uncertainties': 34833, 'million': 1428, 'possibility': 4050, 'thanatopsis': 56650, 'spaniard': 20775, 'arendt': 56651, 'arends': 56652, 'intensely': 7251, 'emblematic': 31129, 'shearmur': 56654, 'prefered': 56655, 'unrooted': 56656, 'forges': 40512, 'unwatchability': 42244, 'artistes': 42245, 'thunderclaps': 56657, 'gaff': 56658, 'minidress': 42246, 'livable': 39662, 'doolittle': 11979, 'bounders': 56660, 'amandola': 56661, "brian's": 18638, 'garnering': 27990, 'rukjan': 56662, 'petulant': 20776, 'nested': 42247, "eddie's": 13472, 'kaafi': 82996, 'canoing': 31130, 'vote': 2299, 'sheldrake': 56663, 'afficionado': 58593, 'scudded': 81430, 'bios': 19651, 'répond': 56664, 'zeppelins': 42249, 'birtwhistle': 56665, '2': 238, '\x85\x85and': 56666, 'drugstore': 19652, 'appologise': 56668, 'kaleidiscopic': 56669, 'kusakari': 35547, 'boomtown': 42250, 'padding': 8180, 'prowling': 24304, 'newberry': 56670, "blasé'": 42252, 'redoubled': 56671, 'armourae': 35548, 'kabbalism': 56672, 'rival': 3005, 'goldmember': 42254, "o'connor": 16939, 'shonuff': 56675, "vonnegut's": 13070, 'future': 702, 'opens': 2010, 'coolneß': 35549, 'cavalier': 19653, 'prospect': 10825, 'tasted': 27991, "lungren's": 43531, 'tastes': 5178, 'taster': 56677, 'lurking': 7275, 'dragooned': 81555, 'woofter': 56678, 'serials': 7002, 'sanctimonious': 15577, 'lycanthropy': 27992, 'taka': 18640, 'unlearn': 56679, 'take': 190, 'lycanthrope': 27993, 'fishburn': 35550, 'vandals': 35551, 'convulsive': 56680, 'hasselhoff': 13494, 'mostess': 56681, 'altered': 6049, "taste'": 42258, 'candidly': 35552, 'abut': 33928, 'neatnik': 42259, 'slurred': 56683, 'cliché': 1588, 'clichè': 42260, 'personnage': 56684, 'botch': 25542, 'lusterio': 56685, 'dweeby': 42261, 'butterworth': 25543, 'infections': 42262, 'dweebs': 56686, 'occidental': 31131, "keanu's": 42263, 'axe': 6523, 'affirmed': 22123, 'madison': 7941, 'surplus': 20777, "ttkk's": 56688, 'circulating': 42264, 'mince': 31132, 'dorkness': 56689, 'usualy': 42265, "joke's": 42266, "darin's": 56690, 'millena': 56691, "slide's": 79784, 'fibre': 42267, 'hyping': 31902, 'farting': 11632, 'unkind': 20778, 'roby': 56692, 'robt': 56693, 'robs': 11980, 'robo': 31133, 'subiaco': 56694, 'cassel': 10339, 'intestines': 9462, 'robi': 35553, 'equipped': 14429, 'caroling': 56695, 'robe': 13194, 'caroline': 9679, 'clawing': 23622, 'carolina': 13473, 'fades': 7858, 'atticus': 42270, 'countered': 25544, 'cursing': 10826, "pollak's": 49921, 'hooper': 7710, 'burglarizing': 56696, 'laguna': 56697, 'clearest': 42271, 'assimilate': 27995, 'hibernation': 31135, 'tidwell': 56698, "crazy'": 27996, 'liable': 25545, 'pard': 88113, 'disparage': 56699, 'neutralise': 81745, 'xmas': 22124, 'espn': 35554, 'raged': 56700, 'dived': 88190, 'espe': 56701, 'espy': 56702, "koz's": 56703, 'surgery': 5855, 'dives': 11981, 'diver': 9910, 'rages': 31137, 'loyd': 45830, 'bugler': 42272, 'panthers': 23716, 'feistiest': 56705, 'schürer': 38253, 'secondaries': 48494, 'dinosuars': 38601, 'ruphert': 56707, "'devil": 56708, 'affecting': 7811, 'handelman': 71190, 'uncurbed': 56710, 'guatemala': 31990, "'mujhse": 56711, "rage'": 49954, 'immigrate': 69713, 'supermarket': 8452, 'rapacious': 56712, "ipod's": 56713, 'jovial': 20779, 'commodified': 42273, 'shahi': 56714, 'kwouk': 25546, 'oireland': 56715, 'jaunty': 27997, "'martyr'": 56716, 'devastiingly': 56717, 'brozzie': 42274, 'loudly': 10122, 'rivalled': 31138, 'expression': 2824, 'mccaid': 42275, 'antz': 17504, 'twit': 16203, 'ants': 5856, 'mccain': 31139, 'twin': 3632, 'stereophonic': 56718, 'anti': 1207, 'lagrange': 42277, 'ante': 21655, "roach's": 27998, 'twig': 25547, 'mousetrap': 49975, "'traditions'": 56720, 'combines': 6548, 'seyrig': 56721, 'wearers': 42278, 'booms': 35555, "fujimoto's": 81877, 'caroles': 56722, 'breats': 56723, 'breath': 2738, "games'": 22125, 'combined': 2502, 'teddi': 35556, "acting'": 56724, 'stalactite': 56725, 'sickroom': 56726, 'benoit': 9122, 'influence': 2395, "'groundhog": 42279, 'nunchaku': 56727, 'ant1': 56728, 'chao': 27999, 'djian': 56729, 'limned': 56730, "freeman's": 14536, 'char': 19654, 'thomsen': 52803, 'actings': 56732, 'shanty': 25549, 'resturant': 56733, "gielgud's": 35557, 'newspaperman': 56734, "holmann's": 56735, 'shanti': 28000, 'theisinger': 56736, 'girth': 28001, 'zeroni': 56737, "jeanette's": 35558, 'brox': 56738, 'broz': 56739, 'brow': 7102, 'surveying': 37899, 'concatenation': 56741, 'bros': 5635, 'ambient': 14430, 'toothache': 23623, 'mercies': 28002, 'cicatillo': 56742, "train'": 56743, 'shuts': 16940, 'spiraling': 19655, "'macho'": 66237, 'neilsen': 31140, 'humphries': 28003, 'damon': 4765, 'giacchino': 58614, "clips'": 56744, "'sin'": 56745, "lois'": 42280, 'swiss': 8306, 'infuriatingly': 28004, "suriyothai'": 64809, 'callow': 56747, 'cheers': 7378, 'verneuil': 31141, "psychosis'": 56748, 'cheery': 14983, 'costa': 16204, 'escorts': 23624, 'undefined': 22126, 'flocks': 31143, "kudrow's": 35559, "'sins": 42281, "shut'": 56749, "'sink": 56750, 'genii': 35560, 'bravura': 13957, 'trains': 6897, 'genie': 5801, "'sing": 56751, "wishman's": 42282, 'morons': 6716, 'whitfield': 31144, "pm's": 56752, 'plex': 28763, 'mediumistic': 56753, 'jammer': 42283, 'terrytoons': 56754, 'morone': 56755, 'alloyed': 56756, 'potentiality': 56757, 'moroni': 31145, 'barbecued': 56758, 'blondes': 12660, 'blonder': 23103, 'librarianship': 56760, 'mikail': 42284, "lennon's": 14431, 'intensional': 56761, 'shrines': 56762, 'hereabouts': 56763, 'saver': 45356, 'formative': 31146, 'pow': 14811, 'overcompensate': 56765, 'joyful': 19656, "'protesting": 50046, 'pou': 37951, 'spoilerphobic': 56768, 'insititue': 56769, 'colony': 8181, 'fallowing': 56770, 'pos': 22419, 'deerhunter': 30677, 'pop': 1716, "barbecue'": 31147, "rudolf's": 50056, 'pon': 56772, 'clam': 42285, '61': 24011, 'clad': 5755, 'overhyped': 25550, '62': 28680, 'manat': 56773, 'pom': 25551, "jakie's": 56774, 'clay': 7189, 'beverly': 5352, 'claw': 9681, 'revision': 35562, 'clap': 16205, "shrine'": 31148, "brigadoon's": 56775, "18's": 56776, 'graboids': 22127, 'juli': 34148, 'humdinger': 56777, 'gilmore': 25553, 'mississip': 56778, "'carmen": 56779, 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"movie'll": 42325, 'truths': 7005, 'osiris': 42326, "automaker's": 56899, 'harbor': 8688, 'coercible': 56901, 'osiric': 56902, 'montserrat': 56903, 'bends': 42327, 'catalogues': 42328, 'bendy': 56904, "springer'": 56905, 'exorbitant': 42329, 'fewer': 8861, 'tahiti': 22135, "couple'": 42331, 'damning': 18054, 'vilification': 42333, 'fortunantely': 56906, 'bubby': 56907, 'bonham': 7586, "eleniak's": 42334, 'buschemi': 56908, 'streaking': 42335, "pyun's": 25567, 'chertok': 56909, 'expiation': 56910, "sinclair's": 28020, 'darling': 9287, 'bubba': 11638, 'dispised': 56911, 'refusal': 12662, 'drifting': 13960, 'porcelain': 31168, 'sparked': 17748, 'paucity': 31169, 'loafer': 56912, 'pitfalls': 13961, 'proxy': 22136, 'acorn': 28021, 'imagine': 835, 'reproach': 39954, 'teabagging': 56914, 'positioning': 35584, 'statutory': 35585, 'instigation': 42336, 'bookies': 56915, 'conductors': 42337, "darlin'": 56916, 'järegård': 31170, 'pronunciations': 56917, "gen's": 56918, 'struts': 25671, 'slipped': 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'analogy': 12296, 'yakima': 26892, 'sentai': 27284, 'jerzy': 35589, "'citizen": 21946, 'kerchner': 56943, 'effecting': 22138, 'maojlovic': 56944, 'cinematograph': 28025, 'policeschool': 56945, 'funnier': 2802, "fight'": 56946, 'agnès': 56947, 'dramatizes': 35590, "'slick": 56948, 'goodnik': 31177, 'exc': 56949, 'pliable': 56950, 'covey': 35591, 'exo': 56951, 'tpm': 42346, 'permnanet': 72329, 'cover': 1105, 'mindhunters': 56952, 'coven': 16945, 'paulsen': 35593, 'masochists': 23633, 'loathable': 56953, 'exp': 42347, 'citroen': 35594, "mcgovern's": 42348, 'terrifyng': 56954, "that'": 29188, "trash'": 56956, 'sanufu': 42349, 'dicaprio': 11069, 'midwestern': 20784, 'entente': 58649, "keaton's": 6810, 'cheeked': 49349, 'monopolist': 56957, 'clearlly': 56958, "'deadly": 56959, 'peal': 49628, 'larocque': 56960, 'condos': 35595, 'condor': 31178, 'undying': 13074, 'milennium': 56961, 'bastion': 25570, 'condon': 22139, 'condom': 17749, 'moralisms': 71229, 'alloted': 42351, 'unsuspectingly': 42352, 'magicians': 25571, 'hiltz': 25572, "they's": 56963, 'jasbir': 30159, "they'd": 3400, 'clavius': 56965, "they'l": 56966, 'today\x85': 56967, 'fantasyfilmfest': 56968, "'very": 28026, 'dustin': 6455, 'nagra': 14433, 'zerneck': 56969, "your'e": 56970, 'tumors': 42353, "kill'": 35596, "your's": 56971, 'obscure': 3717, 'obscura': 28027, 'sew': 31179, 'set': 267, 'diomede': 56972, 'ser': 56973, 'sep': 42354, 'overwhelm': 12663, "daltry's": 56974, 'instituted': 35597, 'sex': 380, 'see': 64, 'sed': 42355, 'sec': 22140, 'migration': 16208, 'sea': 2016, "euro's": 56975, "brontë's": 17750, 'sen': 11070, 'institutes': 42356, 'sel': 56976, 'clise': 56977, 'vitamins': 35598, 'comediennes': 35599, 'castellari': 56978, 'shayesteh': 50471, 'taming': 30170, "julien's": 56980, 'soulmate': 31182, 'happenstances': 56981, 'noteworthily': 56982, "junge's": 58653, 'gernot': 58654, 'unflagging': 35600, "institute'": 56983, 'soder': 56984, 'hooted': 56985, 'shortlived': 56986, 'hooten': 31183, 'pagan': 16209, 'pagal': 56987, 'recherche': 31184, "frickin'": 31185, "'big": 16210, "mp's": 56988, 'repainted': 56989, 'ravished': 58656, 'scams': 23634, 'sensitiveness': 56991, "clara's": 23635, 'volcanic': 25573, 'electrician': 20785, 'drunk': 1816, 'forklift': 56993, "town'": 35601, 'hollow': 4083, "fun'": 35602, 'agents': 4489, 'creeds': 28028, "gannon's": 16946, 'by\x85': 42358, "mcdonnell's": 56994, 'kirov': 56995, "'colossus'": 42359, 'worthless': 3542, 'numinous': 56996, 'fifteen': 3493, 'flounces': 42360, 'unpatriotic': 42361, 'scions': 42362, 'flounced': 56998, 'idée': 56999, 'funt': 57000, "leiberman's": 57001, 'wheeler': 11351, 'towne': 20786, 'boppana': 57002, 'limaye': 42363, 'fund': 11983, 'fung': 57003, "tucker's": 57004, "'stage": 36891, 'spearheaded': 35603, 'towns': 8619, 'wheeled': 22141, 'funk': 17751, "swordsman'": 57006, 'tweaked': 31186, 'inconsequental': 57007, "''nice": 57008, 'judicial': 25574, "kimiko's": 57009, 'pilger': 31187, 'sesame': 11071, 'tweaker': 57010, 'replicators': 35604, "'cheepnis": 57011, 'secluded': 9911, "'hippies'": 28029, 'auds': 57012, "level'": 57013, '\x96russwill': 57014, 'owen': 5179, "cheryl's": 57015, 'owes': 6184, 'lunkhead': 31188, 'audi': 57016, 'decor': 14434, "grandparents'": 35606, "sweat'": 34837, 'maids': 19661, 'barabas': 46957, 'pecking': 31189, 'survey': 17251, "money's": 20787, 'heures': 57017, 'ingor': 57018, 'berkinsale': 57019, 'thatz': 57020, 'gorky': 57021, 'teeter': 57022, "1941's": 45908, 'epithet': 42365, 'looneys': 50548, 'levels': 2188, 'confines': 8308, 'exterminators': 23636, "ashby's": 57026, 'oddest': 20788, "money''": 57027, 'nilson': 57028, 'ozzie': 16211, "riedelsheimer's": 57029, 'comprise': 19662, 'sims': 19663, 'hypothesized': 57030, 'rumbling': 31190, 'simi': 57031, 'aaaugh': 57032, 'illigal': 57033, 'contradicting': 31191, 'relevancy': 57034, 'snappy': 9682, 'location': 1619, 'relevance': 7190, 'obtruding': 57035, 'putnam': 25575, 'lampooning': 20789, 'minerva': 35609, "'christmas": 42366, 'victims': 1481, 'instructors': 20790, 'imovie': 57036, 'wilkins': 35610, 'outstay': 28030, 'lunacy': 13475, 'contraptions': 30198, 'camerons': 57038, 'governess': 13962, 'reduces': 17752, 'cybertron': 57039, 'mesoamericans': 42367, 'lenin': 31192, 'amicably': 42368, 'yulin': 35611, 'scene\x85': 57040, 'sighs': 25576, 'sight': 1679, 'battalion': 16947, 'amicable': 42369, 'holmies': 57041, 'stabler': 57042, 'stables': 57043, "snobs'": 57044, 'honcho': 31193, 'grannies': 35612, 'weebl': 57045, 'santa': 2059, 'woodthorpe': 42370, 'santo': 25577, 'rosentrasse': 57046, 'santi': 57047, 'wildlife': 11072, 'eastland': 35613, 'anything': 230, "luise's": 42371, 'trimell': 57048, 'ambush': 16948, 'ruhr': 42372, "bowie's": 50628, 'doyeon': 57050, 'massimo': 17753, 'zelah': 8182, 'computational': 57051, 'jonni': 42373, 'wegener': 17754, "say's": 31194, 'integral': 9912, 'jonny': 12956, 'next': 372, "maraglia's": 57054, 'luthorcorp': 57055, 'bargaining': 28031, 'textual': 42375, "'feast'": 57056, 'occupy': 14435, "hinckley's": 57057, 'milne': 42376, 'ragland': 42377, 'rhetorical': 25578, 'profster': 43468, 'excavating': 57058, 'shows\x85it': 57059, 'impudent': 28032, 'kascier': 66617, 'pucking': 57061, 'jewish': 2917, 'retina': 84187, 'pastor': 11352, 'vowing': 35614, 'blandishments': 57062, "clarke's": 23638, 'flaunted': 35615, 'harangue': 57063, 'pointe': 15584, 'nieces': 22142, 'strasberg': 31195, 'redeemed': 9913, 'daytiem': 57065, 'redeemer': 42378, 'dropkick': 42379, 'mature': 2697, 'faat': 28034, 'adjurdubois': 57066, "itchy's": 57067, 'mcfarland': 57068, 'dibello': 42380, 'baba': 18055, 'formalist': 57069, 'supervisor': 17755, 'butthead': 28035, 'schappert': 57070, "side'": 28036, 'coasting': 35617, 'monsta': 57071, 'rantzen': 35618, 'wove': 28037, 'formalism': 57072, 'aulis': 57073, 'unhittable': 57074, 'codes': 13476, 'tohs': 57075, 'fightclub': 57076, 'shaadi': 25579, 'incinerating': 57077, 'preventing': 11353, 'codec': 57078, 'actors': 153, 'toho': 31196, 'avco': 28038, "marilyn's": 57079, 'sided': 7006, 'dweeb': 23639, 'amitabh': 4720, 'sixgun': 57080, 'sidede': 57081, 'sidey': 57082, "'effects'": 57083, 'sider': 57084, 'sides': 3009, 'hackney': 57085, "actor'": 57086, 'worsened': 35619, 'laxman': 42382, 'walken': 3587, "goody'": 57087, 'walked': 2526, 'sawyer': 16949, 'slowly\x85': 57088, 'summit': 23640, "code'": 42383, 'walker': 4052, 'nordham': 57089, "mclouds'": 87497, "gracie's": 42384, 'essay': 11639, 'hampton': 16212, "paxson's": 84348, 'serviceman': 28039, 'jaspal': 57091, 'inferenced': 57092, 'results': 1898, 'dudley': 5931, 'drillshaft': 57093, 'danner': 57094, "knott's": 37786, "'domino'": 42385, 'sena': 42386, 'send': 2219, 'artiest': 57096, 'outlooks': 57097, 'subserviant': 57098, 'andelou': 57099, 'kapur': 19664, 'sens': 35620, 'dancehall': 42387, 'sent': 1409, 'kapuu': 57100, 'cheezily': 57101, 'unzip': 57102, 'garden': 4053, 'pleasent': 57103, 'languished': 35621, 'headaches': 19237, 'llama': 57104, "'homespun'": 57105, 'languishes': 57106, "nic's": 50721, 'categories': 8309, 'farrago': 28040, 'bartendar': 57108, 'recomeçar': 57109, 'reelers': 28041, "alcaine's": 57110, 'trudeau': 42388, 'bemoans': 35622, 'sacrine': 57111, 'quenton': 42389, 'obesity': 42390, "'whistler'": 42391, "car's": 28042, 'burrowed': 42392, 'judels': 57112, 'waldsterben': 57113, 'ulster': 57114, 'boltay': 57115, 'burrowes': 57116, "'goodfellas'": 57117, 'index': 21756, 'urmilla': 35623, 'hissy': 28043, 'shivers': 15586, 'firms': 31198, 'nails': 5570, 'cossey': 57119, 'historicaly': 57120, 'fertilization': 35624, 'judges': 8715, 'shockwaves': 57122, 'resisting': 23720, 'elfort': 57124, "history's": 22143, 'essendon': 84548, 'mehmet': 35625, 'engage': 4523, "coen's": 57125, "1973's": 42395, "firm'": 42396, "'paris'": 23641, 'satterfield': 58677, 'portions': 8455, 'felleghy': 57127, 'immigrating': 57128, 'sirk': 5637, 'finagling': 57129, 'siri': 57130, "mengele's": 57131, 'sirs': 42397, 'moonlighting': 19665, "comstock's": 60450, "frankau's": 57132, 'cheered': 12297, 'archbishop': 42399, 'whipping': 15587, 'vocalize': 57133, "subor's": 57134, 'ministers': 57135, 'stakeout': 42400, "peterson's": 85468, "sir'": 57136, 'aleksandr': 41106, 'surreality': 35626, 'sawahla': 57138, "'assa'": 57139, "'gammera'": 57140, 'labelled': 20791, 'sharply': 11984, 'pygmy': 35627, 'defiance': 15589, "'raiders": 71260, "muppet's": 57142, 'insists': 5689, 'instinctual': 42401, 'inculpate': 57143, "bola's": 57144, 'campsites': 57145, 'boneheads': 42402, "clown's": 57146, 'trumped': 23642, "block'": 57147, 'beckoned': 57148, "performer's": 42403, "ask's": 27379, 'woodlands': 35628, 'blvd': 31199, 'jipped': 57150, 'shrimp': 23643, 'trumpet': 10123, 'deplicted': 57151, 'tableau': 28045, 'sensless': 57152, 'cristal': 31200, 'especial': 31201, 'smut': 17392, 'blocks': 13075, 'town\x85': 84723, 'wallpaper': 22144, 'blocky': 57155, 'pasteur': 16213, 'notebook': 15590, 'demonstrating': 13076, 'procurer': 57156, 'efficiently': 13477, 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'revolutionised': 57679, 'aperta': 57680, 'smithapatel': 57681, 'allayli': 57682, "nakata's": 35713, 'yosimite': 57683, 'craftwork': 57684, 'cardos': 29200, 'crossbreed': 31261, 'repetitive': 3608, 'körner': 42551, 'pratfall': 28093, 'unheralded': 23669, 'dubliner': 57686, 'monder': 57687, 'palingenesis': 57688, "apt's": 57689, 'christers': 57690, "demille's": 20808, "goldwyn's": 42552, 'supporting': 693, 'unsure': 6199, 'abott': 52942, 'changs': 57691, 'demonizing': 35715, 'rubbery': 20809, 'appears': 736, 'hrzgovia': 57693, 'pedals': 57694, 'cottontail': 42898, "draco's": 55955, 'alllll': 57695, 'jay': 3063, 'detonate': 31262, 'trial': 3097, 'jaw': 4696, 'triad': 10125, "frank's": 25614, "'sharon": 57698, 'strokes\x85': 57699, 'retired': 5043, 'retiree': 42553, 'lending': 20810, 'committal': 35716, 'retires': 28094, 'suicides': 15600, 'pony': 11644, 'mobil': 57700, "'completionists'": 57701, 'jan': 6576, "'thunder": 57702, 'remaking': 11079, 'fallafel': 57703, "taqueria'": 57704, 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57790, 'randle': 28106, 'preens': 42581, 'pelting': 57791, 'hibernia': 42582, "'clockwork": 40878, 'larded': 42583, "'breakfast": 34723, 'peck': 6363, 'tt0073891': 57793, 'hedron': 57794, 'rugged': 9093, 'seuss': 9292, "avengers'": 57795, 'fragglerock': 57796, "mchugh's": 35732, 'shady': 8831, 'sublime': 6459, 'everrrryone': 57797, 'surname': 23384, 'grotto': 57798, 'eulilah': 57799, 'correction': 17765, 'trods': 42585, 'contempory': 57800, 'clambers': 57801, 'unecessary': 52189, 'grotty': 57802, 'decapitated': 9915, 'halorann': 57803, "berkeley's": 21917, 'starlets': 19683, 'breakfast': 6118, 'sterilized': 57805, 'stoners': 19684, "'fans'": 42586, 'cavemen': 10585, 'gonzáles': 57806, 'there’s': 35733, 'buttgereit': 13972, 'gonzález': 25618, 'mckee': 23672, 'assailant': 17766, 'leatherheads': 57807, 'humor\x85of': 81525, 'unfilmed': 42587, 'bitching': 16226, 'massude': 42588, 'milieux': 57808, 'binysh': 57809, 'numero': 57810, 'swishy': 77169, 'vicenzo': 42589, 'hamstrung': 28107, 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87745, "'lockstock'": 57965, "answer'": 57966, 'canonical': 25627, 'primer': 21571, "julia's": 25628, 'witnessed': 4722, 'paperino': 57967, 'witnesses': 4681, 'apologized': 28124, 'platitude': 35757, 'innacuracies': 57968, 'egalitarianism': 57969, "klever's": 57970, 'repugnant': 13484, 'multinational': 25629, 'entailing': 57971, 'cyborgs\x97robots': 57972, 'nm0281661': 57973, 'rudimentary': 13973, 'answers': 2754, 'scarlatti': 57974, 'yummy': 14740, 'hepburn': 6365, "rickles'": 57976, 'conflation': 57977, 'larnia': 57978, 'traumas': 14995, 'ahead': 1401, 'disclaimers': 35758, 'klowns': 25630, 'telecast': 25631, 'contraire': 42644, 'soldier': 1628, 'activision': 57979, 'whoppers': 57980, 'rory': 10832, 'divison': 57981, 'sidearms': 42645, 'vourage': 57982, 'donnie': 16231, 'unpleasantness': 18679, 'probies': 42646, 'drippy': 28125, 'somersaulted': 57983, 'pregnant\x97what': 57984, "forrester'": 53325, "uzi's": 57985, 'parkyarkarkus': 57986, 'ladki': 57987, 'doubtlessly': 20819, 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57999, "stepin's": 58085, 'kart': 35767, 'texans': 25639, 'convoyeurs': 35768, 'juicy': 11046, "zentropa'": 58086, 'kara': 18844, "'mis": 58088, "weem's": 58089, 'fudoh': 42679, 'kari': 11651, 'karn': 58090, 'karo': 35770, 'vulnerable': 4591, 'dusan': 42680, 'britpop': 58091, 'retracted': 58092, 'labouf': 41367, 'flaming': 16969, 'dobkin': 35771, 'laterally': 58093, 'labour': 13020, 'checklist': 23683, 'neorealist': 29206, 'orphee': 58096, 'honeycomb': 58097, 'duuum': 58098, 'frauds': 42681, 'cluelessly': 42682, 'lennox': 42683, 'aff07': 58099, 'hobbesian': 58100, 'rho': 58101, 'hothouse': 42684, 'conspiracists': 58102, 'gregarious': 58103, 'artefacts': 42685, 'viciously': 18685, 'minha': 42686, "flamin'": 58104, 'intimacies': 58105, "clampett's": 22181, 'hedlund': 83253, 'talmudic': 58107, 'giggles': 10130, 'thielemans': 58108, 'acerbic': 18686, 'fiercest': 42687, 'angelopoulos': 17771, 'boozy': 23684, 'schwarznegger': 58109, 'flounders': 28131, 'booze': 9688, '3x5': 58110, 'giggled': 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'uproariously': 22185, 'grins': 20823, 'gurkan': 58174, 'gédéon': 35113, 'authoritatively': 35784, "masks'": 58175, 'distances': 20825, 'trudge': 23688, "'must'": 58176, 'hallucinates': 28138, 'daines': 35785, 'imitations': 13974, 'distanced': 28139, 'hemolytic': 58177, 'pryce': 20826, 'praying': 9920, '1800s': 16970, 'carax': 28140, 'tick': 11757, "spring's": 42709, 'pier': 15606, 'carat': 41529, 'barack': 35786, "stiffler's": 83268, 'prudish': 16971, 'decontamination': 35787, 'guarantees': 19692, 'turley': 54349, 'vicitm': 58179, 'kushi': 54870, 'march': 4387, 'marci': 35788, 'replicate': 16233, 'birdfood': 58180, 'marca': 58181, 'regeneration': 22186, 'demurring': 58182, 'finding': 1553, 'chothes': 58183, 'culturally': 18687, 'paramilitary': 42711, 'wideboy': 58184, 'cruic': 58185, 'interestingly': 5690, 'undertaste': 65071, 'royally': 20827, 'lousiness': 42712, 'airships': 28141, 'greeeeeat': 58186, 'transperant': 58187, 'daggett': 31305, 'brakes': 16972, 'instigator': 42713, 'homicidally': 58188, 'cretinous': 31306, 'philandering': 22187, 'pathetically': 12672, "lake'": 25646, 'mustang': 23691, 'fanfare': 20828, '0083': 45771, 'dull': 750, 'gratuity': 42715, 'exceeding': 42716, "'gift'": 58189, 'slash': 8459, 'refurbish': 67224, 'cgi': 1680, 'rui': 58190, 'run': 518, 'rum': 31307, 'rub': 9690, 'processing': 25647, 'laker': 58191, 'rug': 15230, 'rue': 20829, 'weeeeeell': 58192, 'mcadam': 19693, 'oddysey': 42717, "tarrytown's": 58193, 'rus': 58194, 'panhandle': 31308, 'boringest': 58195, 'rut': 17774, 'coutard': 58196, 'eroticize': 58197, 'belafonte': 18688, 'barnaby': 23692, 'emmy': 8690, "d'horror": 58199, "'cube'": 42718, 'thatwasjunk': 58200, "idle's": 58201, 'chalon': 58202, '72': 18689, 'rollo': 25648, 'wirtanen': 44853, 'parenting\x97where': 58203, "'haunting": 58204, 'rolle': 16234, 'barrens': 58205, 'rolly': 58206, 'gambits': 58207, "rutger's": 54519, 'sprawled': 42720, 'rolls': 7383, 'insides': 23693, 'gywnne': 42721, 'creepfest': 58208, 'insider': 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'taxman': 58272, 'clout': 23699, "redgrave's": 20833, 'anomalies': 28152, 'horticultural': 58273, 'videostores': 58274, "millard's": 58275, 'cloud': 9476, 'strapped': 11362, 'indefensibly': 58276, 'barrios': 58277, 'dereks': 31317, 'sexualities': 41718, 'deol': 13976, 'homemaker': 46754, 'deon': 58280, 'indefensible': 58281, 'treasuring': 58282, 'nemsis': 56174, 'statutes': 58284, 'benchmark': 15000, 'missile': 6275, 'insincerity': 58286, 'priya': 12673, 'lifestyle': 4161, 'bin\x97so': 58288, 'moses': 12311, "'windfall'": 83290, "kibbee's": 58290, 'outshined': 58291, 'whiskers': 28153, 'convincedness': 58292, "gi's": 31319, 'novelized': 67048, "hgtv's": 58293, 'nurture': 23700, 'drops': 4211, 'repairman': 28154, 'abadi': 42746, 'anthropological': 42747, 'coincident': 58294, 'justness': 58295, 'hickman': 58296, 'weawwy': 58298, 'hesitate': 9295, 'miri': 58299, 'ambivalence': 23701, 'digested': 19698, 'lesley': 16974, 'poetry': 4600, 'residencia': 58300, 'tarasco': 58301, 'spurious': 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'antagonizing': 43007, "'explicit'": 59141, 'grisham': 15627, 'torturers': 23746, 'lowpoints': 59872, 'stella': 6814, 'searcy': 35938, 'agatha': 9139, 'fatted': 43009, 'pathological': 16253, "sammo's": 23747, 'tiananmen': 43010, "buy's": 59142, 'megyn': 35939, 'midkiff': 16996, 'transit': 28233, 'sadist': 22228, "central's": 59143, 'seceded': 53191, 'sanction': 43251, 'establish': 6640, 'pongo': 50425, 'libertine': 43011, 'sanjay': 16254, 'sadahiv': 59941, 'whittaker': 43012, 'libertini': 59146, 'cultivation': 59147, 'rogoz': 71550, 'devotees': 20851, 'jive': 23748, 'kathak': 43268, 'achieving': 9699, 'bulgarian': 19715, 'sellars': 48614, 'nimbus': 59151, 'brisk': 11997, 'briss': 59152, "peerce's": 59153, 'humanely': 49558, 'renea': 46800, "nagurski's": 43013, "academy's": 35940, "'fresh'": 43014, 'none': 597, 'maniac': 5046, 'ohara': 59155, 'noni': 17795, 'caricaturing': 59156, 'clergy': 25702, 'marble': 19716, 'compare': 1658, 'conniving': 8803, 'buttress': 59157, 'socal': 36074, 'collision': 14600, 'scctm': 59158, "zemen's": 43293, "blachere's": 59160, 'thornway': 19717, 'freleng': 35941, 'sarandon’s': 59161, 'interbreed': 59162, 'wisely': 6509, 'lazily': 25237, 'receptacle': 33428, 'bibles': 28234, 'patton': 10845, 'hyuck': 25703, 'seagall': 43015, 'ursine': 59165, 'seagals': 24868, "feriss's": 59167, 'mutable': 59168, 'intertitle': 43016, 'compositionally': 43017, "babs'": 77392, 'galactic': 20859, 'charms': 5756, 'petite': 18718, '08th': 59170, 'uprising': 23749, 'katzelmacher': 59171, 'sami': 59172, 'ripner': 23750, 'can’t': 71552, 'teffe': 35916, 'blood': 538, 'sweatily': 59175, 'lanza': 9700, 'bloom': 6207, "'perverted": 59176, "batcave'": 59177, 'ulta': 59178, 'coax': 28236, 'unreservedly': 43018, 'coat': 6123, 'spoon': 10138, "bone's": 59180, 'coal': 8462, 'secularity': 59019, 'sexless': 23751, "proceed's": 59181, 'jerilee': 59182, 'dyptic': 59183, "wall'": 60109, 'buffoonish': 25225, 'setback': 25704, 'hecht': 19180, 'dough': 13989, 'noirish': 14464, 'existence': 2008, 'clumsily': 9502, 'pent': 25705, 'pens': 25706, 'render': 9561, 'sodium': 59184, 'satnitefever': 59185, 'synecdoche': 59186, 'peng': 43020, 'qute': 77395, 'edmund': 8630, 'pena': 28237, 'penn': 6462, 'clamor': 59187, 'bereft': 18745, 'infantrymen': 59189, 'walla': 60168, 'burwell': 31424, 'unrolled': 59191, 'unthoughtful': 35943, 'sams': 59192, 'walls': 3401, 'wally': 13096, 'detach': 28238, 'recordable': 59193, 'gimmicky': 15017, 'roadies': 59194, 'romola': 31425, "benkei's": 43021, 'suprise': 25707, 'toker': 43022, 'tokes': 59195, 'malone': 5576, 'token': 5986, 'goofy': 2965, 'subjugation': 43351, 'goofs': 9701, 'maloni': 35944, 'clamp': 59197, 'seniorita': 59198, 'clams': 59199, 'operatically': 35291, 'subjectiveness': 59201, "sant's": 20860, 'stillbirth': 59202, 'beret': 23802, "maguire'": 43024, 'dullish': 59203, 'mongoloid': 28320, 'endearment': 28239, 'seniority': 59205, 'taduz': 59206, 'allusions': 10360, 'ides': 59207, "tatou's": 59208, 'eurosleaze': 59209, 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"citizens'": 59237, 'thuggees': 35951, "nau'ers": 59238, 'mentality': 5692, 'madmen': 20861, 'jolson': 25712, 'scandals': 18719, "holbrook's": 59239, 'buppie': 59240, 'dinsdale': 43032, 'edulcorated': 59241, 'satish': 43033, 'compliments': 11998, 'pickups': 59242, 'electrifyingly': 35952, 'colander': 59243, 'kananga': 59244, 'riddance': 43034, 'interactive': 22229, "'stuffy": 59245, 'hoyden': 44907, 'cept': 43035, 'walkees': 59246, 'windbreaker': 59247, 'gagne': 35954, 'verson': 59248, 'turati': 59249, "cypher's": 59250, 'schizoid': 43036, 'chikatila': 59251, 'shity': 85199, 'chikatilo': 13098, 'yetis': 31428, 'onset': 15628, 'extracted': 22230, 'anbu': 78466, 'commentary': 1699, '12mm': 59252, "crain's": 28241, 'ronni': 43037, 'depths': 6369, 'latine': 59253, 'tanger': 36136, "front'": 42816, 'ronny': 10602, 'kc': 43038, 'hongos': 60521, 'pocketing': 43039, 'squelched': 59254, 'ke': 20862, 'kd': 43040, 'kk': 59255, 'kj': 59256, 'ki': 13099, 'loners': 20863, 'ko': 28242, 'km': 59257, 'ks': 19718, 'maille': 59258, 'kp': 60531, "'resurrection'": 59260, 'ku': 23753, 'weigh': 15018, 'ky': 35955, "yeti'": 59261, 'sandefur': 59263, "'soldiers'": 59264, 'lumping': 59265, "l'astrée": 43041, "funnyman's": 59266, 'tyranus': 43042, 'schmoeller': 59267, 'hillside': 25713, 'sanctity': 25714, 'tolkiens': 45557, "douglas'": 22232, 'persuasively': 35956, 'saarsgard': 43043, 'townspeople': 10139, 'freedoms': 23754, 'cripplingly': 59268, 'generators': 43044, 'hektor': 59270, 'androginous': 59271, 'douglass': 23755, 'salum': 59272, 'prowess': 11999, 'permission': 11661, 'ferrel': 25715, 'defenitly': 59273, 'cheaper': 9301, 'recombining': 59274, 'ferret': 31429, 'cheapen': 22233, 'ferrer': 12327, 'valentinov': 31430, "'twenty": 70811, 'blogging': 43045, "tempest'": 43046, "freedom'": 35957, "dillinger's": 31431, 'gooders': 42974, 'unhumorous': 43047, 'jodoworsky': 59277, "internet's": 43048, 'archaeologist': 10847, 'motiveless': 35958, 'tiglon': 59278, "thinkers'": 43049, "delia's": 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59296, 'understand': 388, 'realms': 18720, "'dogma'": 43055, 'malarky': 43260, "michelangelo's": 59298, 'fretful': 43056, 'kathe': 59299, 'nominators': 59300, 'honking': 35961, 'bile': 27898, 'bild': 59302, 'unify': 43057, 'bilb': 59303, 'jessup': 35962, 'bill': 985, 'tolerate': 8321, "austria's": 43058, "sentinel's": 59304, 'indulging': 18721, 'vaults': 18722, "chada's": 59305, 'shoddy': 5357, 'debased': 28247, 'rancor': 35963, 'decoration': 9930, 'swishing': 35964, 'debaser': 59306, 'tribesmen': 35965, 'arenas': 59307, 'tetes': 59308, 'gacy': 59309, 'personation': 59310, 'salina': 31435, 'elana': 59311, 'origonal': 59313, 'copying': 13495, 'lenient': 31436, 'ragneks': 43060, "pascow's": 59314, 'itch': 14467, 'praising': 12115, 'moment': 558, 'vegeburgers': 43061, 'verboten': 31437, 'sandals': 25719, 'gong': 15019, 'celebratory': 22234, "army's": 43062, 'oeuvre': 15020, 'percentages': 35966, "dad's": 10140, 'morrow': 16257, 'cornball': 16258, 'sabriye': 24255, 'y': 5132, 'revising': 43063, "regan's": 59316, 'chemistry': 1172, 'echoing': 16259, "shipman's": 70149, 'ramboesque': 43064, 'sinclaire': 43065, 'guano': 28248, 'granpa': 59317, 'catharthic': 59318, 'belush': 59319, 'ranch\x85': 59320, 'dishonesty': 28249, 'councellor': 35920, 'lebowski': 25833, 'hero’s': 59321, 'diversions': 23757, 'flirtatiousness': 59322, 'excites': 28251, 'exciter': 59323, "frankenstein's": 20867, "'snapshot'": 59324, 'shouting': 5760, "ucsb's": 59325, 'bekhti': 59326, 'bridal': 43066, 'fondling': 18723, 'tabac': 59327, 'excited': 2226, 'gobblygook': 59328, 'seasame': 59329, 'chambermaid': 31439, 'harlock': 31612, "luzhin's": 17797, 'matters': 2291, 'stirringly': 59331, 'rené': 22235, 'disrepair': 35967, 'medellin': 43067, 'bulked': 43068, 'glove': 10849, 'firefall': 59332, 'steelcrafts': 59333, 'casavettes': 59334, "'caca": 59335, "'skinny": 59336, 'scrip': 35968, 'storaro': 43069, 'peddlers': 43070, 'gravy': 24330, 'thourough': 43071, 'examples': 2682, 'ontop': 59337, 'pet': 2919, 'pew': 28252, "horner's": 31440, 'integration': 19719, 'per': 3110, 'lards': 59338, "hanzo's": 36241, 'pen': 7386, 'pei': 20868, 'ped': 43075, 'pee': 8322, 'peg': 15629, 'commentator': 11370, 'pea': 31441, 'apoligize': 59339, 'fetuccini': 59340, 'lumiere': 12683, 'hungarians': 59341, "'spider": 43076, 'darnedest': 43077, 'hitokiri': 13519, 'beane': 35970, 'dystopia': 43078, 'consumption': 11091, 'beano': 35971, 'robbers': 7199, 'britannica': 59343, 'manjayegi': 59344, 'bestseller': 31442, 'beans': 11092, 'capeshaw': 59345, "'libby'": 59346, 'beany': 59347, 'péter': 59349, 'martinez': 13521, 'neutrality': 25722, 'lèvres': 31443, 'martinet': 43079, 'careens': 35972, 'vessela': 57475, "surtees'": 59352, "lean's": 20869, 'dalal': 59353, 'doll': 4214, 'dalai': 18724, 'hollyood': 54251, 'mccartney': 13496, 'grave': 2619, 'homemade': 13990, 'forward': 927, 'doctored': 31444, 'aimants': 35973, "timmy's": 16260, 'adjusting': 22236, 'juxtaposed': 22237, 'quigon': 70448, 'poifect': 59354, 'juxtaposes': 35974, 'groovy': 11093, "berkley'ish": 59355, 'verma': 20870, 'halfhearted': 43082, 'suwkowa': 59356, 'shogo': 25723, 'mk2': 43083, 'personnaly': 43084, 'groove': 8631, 'possession': 6907, 'bloodbaths': 35975, "tavernier's": 43085, 'spoonfuls': 59357, "town's": 9302, 'omens': 28253, 'dispensation': 59358, 'prevail': 15630, 'fogged': 35976, 'enshrined': 59359, 'plugged': 25724, 'excrete': 35977, 'functionality': 35978, "saul's": 59360, 'scurrying': 31445, 'spasm': 28223, 'shohei': 19785, 'cashman': 59362, 'explaining': 4118, 'rarest': 44916, 'roeh': 59364, 'hasslehoff': 43087, 'roeg': 13497, "'stamp": 59365, "paulsen's": 43088, 'istvan': 43089, 'fished': 43090, 'zombiefied': 31446, "'chatty'": 59366, 'storszek': 59367, 'fervently': 25725, 'fishes': 31447, 'fisher': 3870, "relatives'": 43091, 'lemmya': 43092, 'amused': 5181, 'filed': 23167, 'melo': 49212, 'amuses': 16261, "fanboy's": 59368, 'discards': 31448, 'dogged': 19720, 'bredell': 43093, "godzilla's": 46796, 'overdoes': 18063, "sunrise'": 59369, 'embellishing': 59370, 'lucrencia': 59371, 'lasers': 29945, "'my'": 59372, 'zechs': 20871, 'perversely': 17855, 'ragno': 59373, "'stop'": 59374, 'resonant': 19721, 'subservient': 25727, 'surgeon': 8804, 'navajo': 43095, 'gerlich': 43096, 'prefect': 35979, 'burlesqued': 59375, "'welcome": 61509, "timberlake's": 25728, 'brangelina': 59376, 'narcoleptic': 43097, 'sunrises': 43098, 'burlesques': 59377, '35\x85': 59378, 'enchrenched': 59379, 'travelodge': 59380, 'disturbs': 20089, 'wgbh': 61537, 'nickles': 59065, 'sacrificial': 19789, "their's": 23758, 'spaghettis': 59384, 'educators': 59385, 'crow': 9503, 'tinny': 23759, 'opioion': 61553, 'okona': 43100, 'crom': 59387, 'foxworth': 25729, "cliffs'": 59388, 'amrarcord': 59389, 'bloodshot': 43101, 'footages': 28254, 'croc': 8084, "wuhrer's": 43102, 'campuses': 31449, 'lense': 59390, 'cliques': 42983, "beeman's": 59392, 'pukar': 59393, 'eyow': 59394, 'walkabout': 35980, 'smittened': 59395, 'raccoons': 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'hugged': 31454, 'lands': 5270, 'crosscoe': 35987, 'meted': 43117, 'tenniel': 59449, 'gramps': 36764, 'hanfstaengl': 31455, "nuttin'": 59450, 'gash': 31288, 'inarguable': 59451, "o'hurley": 35988, 'acres': 20873, 'resorting': 10850, 'hilbrand': 35989, 'haight': 59452, 'marsh': 14468, 'inarguably': 43118, 'latitude': 43119, 'sig': 31456, 'artisanal': 59453, 'montenegro': 28259, 'tibetian': 43120, 'kameradschaft': 43121, 'reinvents': 35990, 'instead': 302, 'apolitical': 43122, 'trios': 46810, 'oddjob': 59455, 'emotion': 1423, 'wrested': 59456, 'ehmke': 59457, 'trittor': 74867, "schooler's": 43123, 'crudely': 17799, 'berliner': 43882, 'slipping': 13499, 'misting': 59461, 'omgosh': 59462, "mars'": 59463, 'accusers': 43885, 'gianfranco': 25730, 'thwart': 16262, "double's": 59464, 'pitty': 59465, 'proliferating': 43124, 'einstein': 6961, 'programmed': 16263, 'pitts': 28261, "oliver'": 59467, "boultings'": 59468, "'david": 43125, 'programmer': 13991, 'programmes': 14469, 'rex': 3590, 'rey': 18726, "beaton's": 35991, "don't'": 43898, 'disgusts': 25731, 'res': 25732, 'defend': 4475, "stripper'": 59470, 'rev': 19805, 'ret': 59471, 'reh': 59472, 'rei': 59473, 'ren': 35992, "bethard's": 59474, 'moscovite': 59475, 'asthmatic': 25733, 'reb': 13992, 'rec': 35993, 'electronics': 11664, 'rea': 7589, 'ref': 19723, 'reg': 22242, 'red': 764, 'franc': 59476, 'traudl': 28262, 'stenographer': 59477, 'retrieved': 28263, "1830's": 59478, 'jannetty': 31458, 'krupa': 27740, 'franz': 12000, 'knieval': 43127, 'impulsive': 19724, 'retrieves': 23764, 'retriever': 18727, 'helmsmen': 59480, 'cured': 12001, 'retract': 46263, 'olander': 59482, 'cures': 28264, 'scrubbed': 28265, 'tkom': 59483, 'hollister': 35994, 'today': 636, 'secretary': 3374, 'strippers': 14470, 'arterial': 59485, 'plastics': 59486, 'elegance”': 59487, 'embarrasses': 23765, 'plasticy': 59488, "kinnear's": 25734, 'flatmate': 25735, 'embarrassed': 2939, 'hurdle': 59489, 'afield': 35995, 'jiving': 51578, 'layabout': 28266, "2008's": 59490, 'ripples': 43129, 'realistically': 7289, 'waltons': 31459, 'cellmates': 59492, "baron's": 30039, 'regurgitate': 31460, 'jingle': 25736, 'wistfully': 35996, "mulligan's": 59493, 'duration': 5933, 'environmental': 10353, 'sporadically': 13100, 'ogi': 59494, 'responisible': 59495, 'spiegel': 35997, "'change": 59496, 'goku': 59497, "ralphie's": 35998, 'gotterdammerung': 59498, "o'stern's": 59499, 'slack': 9931, 'dupree': 43130, "cashier's": 43131, 'shampoo': 23766, 'labourers': 59500, 'catgirls': 52882, 'dupres': 59501, 'calamity': 11665, 'boyish': 10161, 'opiate': 70118, 'popularised': 59503, 'duprez': 16998, 'yaniss': 59504, 'parslow': 59505, 'fantastico': 59506, 'layton': 35999, "'just": 19725, 'mycenaean': 59507, 'delilah': 31461, 'secaucus': 59509, "1999's": 37966, 'judaai': 59511, 'pectoral': 43132, 'sexier': 16999, 'drekish': 62243, 'fogies': 43134, 'cosby': 16264, 'firefly': 17800, 'hazed': 59513, 'tampopo': 43135, 'eres': 71595, 'hazel': 11666, 'colada': 59515, "animation's": 59516, "'gifts'": 59517, 'miikes': 31462, 'jaan': 31463, 'dorsal': 59518, 'priestesses': 31464, 'heartening': 36000, 'nicholson': 4459, 'wiping': 15022, 'smoggy': 59520, "lions'": 59521, 'discursive': 43136, 'absurd': 1752, "'enter": 43137, 'pleshette': 59522, 'planks': 43138, "'sorry'": 59523, 'egbert': 59524, 'recollects': 43139, 'drusilla': 43140, 'horrorible': 53316, 'coloring': 23767, 'debacles': 43141, 'phenomonauts': 59525, "gotta'": 43142, 'actelone': 59526, 'chickboxer': 43143, 'bernard': 5358, "anyone's": 6280, 'hankerchief': 59527, 'tardly': 59528, 'preys': 36001, 'equilibrium': 25737, 'newlwed': 59529, 'higginson': 43144, 'thrived': 28267, 'commonality': 42990, 'zaat': 59531, "fag'": 59532, 'timing': 2849, 'thrives': 20874, 'jeannie': 28268, 'unprejudiced': 59533, 'areas': 3795, "'love'": 20875, "niggers'": 59534, 'babar': 41218, 'kiedis': 59535, 'organ': 10354, 'ashtray': 59536, 'pfft': 46813, 'unsympathetically': 59537, 'defame': 62382, 'stamper': 83510, 'confusathon': 59538, 'pulses': 59539, 'fallibility': 31465, 'krypton': 36002, 'madam': 18728, 'madan': 43146, 'untrue': 9505, 'farthest': 44020, 'heightens': 17001, "snipe's": 32481, 'dillon': 8946, "'notting": 43147, '134': 40006, 'yearning': 9137, "'heat'": 43148, 'scholastic': 36003, 'eleonora': 43149, 'refrained': 31467, 'guetary': 18729, 'graciela': 59541, "5'000": 59542, 'exploited': 6815, 'cheaters': 59543, "shakspeare's": 59544, 'purses': 43150, 'purser': 43151, 'dingbat': 59545, 'matinatta': 59546, 'exploiter': 59547, 'comapny': 59548, 'pursed': 36004, 'colombian': 19726, "sorcerer's": 43152, "'italian": 59549, "'torched'": 59095, 'intelligensia': 59551, 'grumble': 43153, 'slowenian': 59552, 'jeopardizing': 43154, "'tyranasaurus": 59553, "ups'": 59554, 'optional': 23768, 'legit': 22243, 'temples': 22244, "griffin's": 44047, 'deadlock': 35929, 'instant': 4178, 'robberies': 19727, "standish's": 59556, 'conquerer': 43155, 'goading': 59557, "westley's": 59558, 'predispose': 59559, "store's": 31468, 'conquered': 17002, 'passing': 2578, 'mcaffee': 59560, 'glorious': 4146, 'effacing': 31469, 'groovie': 59561, 'underhandedness': 59562, 'holocausts': 51333, 'seymore': 59563, 'm15': 59564, 'laugh': 459, 'bespectacled': 31470, 'earning': 11372, 'pickman': 59565, 'instigators': 59566, "'baap'": 59567, 'croons': 25739, 'shintaro': 15631, "'stanley": 43157, "writers'": 21091, 'tuvok': 25740, 'paralelling': 59269, "world'": 17801, 'arises': 10851, 'perplexed': 12687, 'cleares': 59570, 'perplexes': 59571, 'lindley': 59572, 'arisen': 28270, 'atmospheric': 3148, "poster's": 44070, 'agae': 59574, 'vapid': 7957, 'edging': 36960, 'structuralist': 43158, 'caulder': 59576, 'haddad': 31471, 'agar': 41767, 'structuralism': 59578, 'valcos': 31415, 'likable': 1448, 'prosy': 59579, 'prost': 59580, 'garrulous': 77453, 'captors': 15023, 'madhu': 85386, 'lifetime': 2643, 'prose': 16265, 'priyanshu': 43159, 'kiesser': 59583, 'down´s': 59584, 'portray': 1972, "oop'": 59585, "black's": 13993, 'nyro': 43160, 'progressing': 19728, 'indistinguishable': 14471, 'ayats': 36006, "'nine": 43161, 'mahatma': 12321, "'nina": 59586, 'shuttle': 11095, 'talespin': 13101, 'ochoa': 59587, "arm's": 59588, 'bloodsuckers': 17802, 'kidnapping': 6553, 'cubic': 28271, 'flunks': 43162, 'bullying': 9932, "sharky's": 59589, 'flew': 8751, "pepin's": 59590, "writer's": 6816, "'kvn'": 59591, 'oversights': 61274, 'meyerling': 25742, 'overshadowed': 8323, 'talledega': 59592, 'supercharged': 59593, 'oops': 10852, "'baloney'": 59594, 'publicize': 25743, 'deirde': 59595, 'grandmama': 43163, 'egyptologists': 59596, 'fixated': 25744, 'humdrum': 12688, 'hoskins': 20877, 'triloki': 59597, 'flea': 9632, 'fixates': 43164, 'surpass': 14472, 'seats': 7212, 'epochs\x97in': 59600, 'raves': 17803, 'raver': 59601, 'swig': 32776, 'erman': 59602, 'bragging': 25745, 'mikis': 43165, 'flee': 9702, 'zomerhitte': 59603, 'bench': 11096, 'toni': 6263, 'bleeping': 59605, 'raved': 20878, 'voila': 36007, 'citizen': 3842, 'raven': 10141, 'tests': 11667, "seat'": 59606, 'miscalculate': 43166, 'testy': 59607, 'chretien': 59608, 'pascow': 23879, 'testa': 28273, 'gawfs': 65284, 'coreen': 59610, "'hippy'": 53011, 'testi': 36008, 'iamaseal2': 36009, 'wienstein': 59611, 'insert': 7590, 'amrita': 6463, 'sowwy': 59612, 'suraj': 31472, 'housekeeper': 14473, "rave's": 59613, 'discombobulated': 59614, 'methuselah': 59615, "rave'": 59616, 'mustan': 31473, 'works': 492, 'bafflement': 36010, 'imprints': 44138, '70ies': 36011, 'whiney': 28275, 'dicknson': 59618, 'whines': 18730, 'whiner': 23769, 'deviants': 36012, 'relevent': 84622, 'whined': 23770, 'halifax': 59619, "beth's": 36013, 'tenderizer': 59620, "rival's": 44146, 'est': 31474, 'esq': 59622, 'esp': 12002, 'dunes': 28276, 'brunell': 59623, 'hrpuff': 43167, 'ese': 59624, 'tmc': 43168, 'sexegenarian': 43169, 'brigitta': 31475, 'esl': 59625, 'esk': 59626, 'brigitte': 11668, 'kidnappers': 13500, 'panes': 31476, "matarazzo's": 59627, 'grrr': 36014, "moliere's": 59628, 'snapper': 59629, 'haev': 83531, 'snapped': 15024, 'wufei': 43170, "theodorakis'": 59630, 'panel': 19729, 'hungama': 19730, 'channelling': 59631, 'bills': 8633, 'flitty': 59632, 'ethereally': 59633, 'smartly': 15632, 'preem': 59634, "sharp's": 44181, 'preen': 59635, 'cyher': 59636, 'marzia': 80470, 'romancing': 22245, 'facism': 59638, 'alexanders': 59639, 'marzio': 43171, 'predictor': 59640, 'baseless': 23771, 'rendered': 5757, 'winamp': 59641, 'notorius': 59642, 'billions': 19731, 'eine': 43172, 'fatcheek': 59643, 'ninotchka': 23772, 'pathologize': 88310, '1986': 5471, 'willaim': 37970, '1984': 4904, 'tryings': 59644, 'entices': 34975, '1983': 4725, '1980': 4289, '1981': 5694, "minute'": 59645, '1988': 5415, '1989': 5524, 'manierism': 59646, "prince'": 43174, 'enticed': 43175, 'unpopularity': 42994, 'bux': 59648, 'buy': 815, 'bur': 59649, 'bus': 2644, '21849890': 59650, 'but': 18, "gummer's": 43176, 'buh': 43177, 'bun': 36016, 'everybody’s': 59651, 'bum': 9933, 'bub': 59652, 'exploitationer': 83534, 'bug': 5695, 'bud': 5238, 'misty': 7591, 'princes': 16266, "'spilling": 59654, 'ecosystem': 43178, 'mists': 28277, "liev's": 59655, "gorilla's": 43179, "trying'": 36017, 'flightsuit': 59656, 'minutes': 231, 'minuter': 59657, 'moralizing': 19732, 'interplay': 8463, 'naffly': 53267, "'artistic": 59659, 'warnicki': 59661, '80': 3039, 'taekwondo': 25746, '81': 15633, 'indulged': 21093, 'cashew': 59663, "joan''": 43180, 'virtual': 6721, 'cashes': 43181, 'farnel': 59664, 'forgivable': 9303, 'alledgedly': 59665, 'ledge': 36018, 'cashed': 24739, 'granite': 43182, 'balcans': 59666, "'btk": 59667, "'shindig'": 59668, 'nerdiness': 43183, "weiss's": 59669, 'impermanence': 53271, 'dropkicks': 59670, 'semis': 59671, 'weaponry': 13103, 'panoramas': 31478, 'acquits': 22246, 'fortyish': 59672, '–': 5047, "padbury's": 59673, 'mephisto': 63159, 'attacker': 15823, "columbo's": 22247, 'donnovan': 59675, 'esssence': 59676, "mysteries'": 59677, 'pupil': 13995, "joan's": 19733, 'tyrannus': 20879, 'cinephile': 31479, 'augmented': 20880, 'gatekeeper': 43184, 'crampton': 59678, 'kantrowitz': 50455, 'growling': 15634, "sean's": 20881, "ever'": 36020, 'europeans': 6642, 'dern': 8324, 'derm': 59681, "tonight's": 43185, 'belleau': 43186, 'woodhouse': 18731, 'reguritated': 59682, 'giacomo': 36021, 'vaterland': 43187, 'poorest': 11098, 'asther': 59683, 'tween': 23773, 'authur': 59684, 'jedna': 59685, 'tweed': 28278, 'kinetoscope': 40994, 'peli\x9aky': 59687, 'divergent': 36022, 'softener': 59688, "mendes'": 32748, 'kiddos': 54480, 'invariable': 77469, 'stanton': 17071, "'kolchack": 59119, '5kph': 54520, 'despondency': 59691, 'autopilot': 21719, 'every': 172, 'softened': 25747, 'upstream': 36595, 'hooverville': 36024, "milland's": 84422, 'ovation': 17804, 'margarita': 28279, 'latently': 59693, 'pscychological': 59694, "civilization's": 59695, 'awefully': 59696, "dooley's": 23774, 'eggbert': 59697, 'streed': 59698, 'leaders': 6122, 'ingenue': 20882, 'ladislas': 59699, "isabella's": 59701, 'mayble': 76599, 'ladislaw': 59703, 'meaninglessly': 43189, "parasite's": 59704, 'street': 887, 'streep': 4683, 'locutions': 59705, 'estimated': 28280, 'padayappa': 43190, 'allowances': 20883, 'conduce': 25748, 'queenly': 59706, 'maneater': 59707, 'msties': 63345, 'oren': 67024, 'rumblefish': 87375, 'ipod': 28282, 'disney': 907, 'injections': 31481, 'pats': 36026, "satya's": 83545, "'kid's": 59708, 'yanks': 17805, 'stared': 16267, 'hundreds': 3100, 'pata': 59709, 'patb': 59710, 'hedgrowed': 59711, 'smokin': 43191, 'pati': 59712, 'path': 2521, 'stares': 8464, 'volnay': 59713, 'orthodoxy': 36027, "wedding'": 59714, 'reversals': 25749, 'connoisseur': 18732, 'auction': 16268, 'tellers': 29223, 'proportioned': 31482, 'deers': 59715, 'monogamous': 59716, 'deere': 36028, "'overlooked'": 59717, 'pendant': 25750, 'concensus': 59719, 'fanzines': 59720, 'conroy': 10429, "1974's": 59721, 'visibly': 13501, 'visible': 4684, 'ghidorah': 23775, 'sympathise': 13502, 'philip': 3057, "leon's": 36029, 'cowpies': 59722, 'auie': 59723, "m'": 43193, 'vogel': 31483, 'discrepancies': 23776, 'm4': 59724, 'm1': 31484, "henderson's": 43194, 'aielo': 43195, '§12': 59725, 'maiko': 43196, 'ltr': 50458, 'paglia': 59727, 'acceded': 59728, 'tesis': 28581, "monty's": 59729, "game's": 22248, 'accedes': 59730, 'casualties': 18733, 'me': 69, 'md': 20884, 'mg': 59731, "bronstein's": 59732, 'ma': 8634, "behaviour'": 59733, 'mc': 11669, 'mb': 36639, 'mm': 12003, 'ml': 59735, 'mo': 9934, 'mn': 31485, 'harline': 59736, 'mh': 59737, 'harling': 51445, 'mj': 10142, 'mu': 36031, 'spreadeagled': 59738, "wit's": 59739, 'mp': 31486, 'ms': 1560, 'mr': 440, 'dody': 43198, 'my': 58, 'quarrel': 25751, 'groovay': 59740, 'geeeeeetttttttt': 59741, 'geoffery': 59742, 'rosarios': 18881, 'diahann': 36032, 'baboushka': 59744, "kidman's": 22249, 'clevemore': 59745, 'suet': 35309, "protagonists'": 31487, 'end': 127, 'dheeraj': 59746, 'eng': 59747, 'enh': 59748, 'slalom': 59749, 'zoé': 36033, 'kadal': 59750, 'astronomers': 59751, 'charging': 13503, "crystal's": 25752, 'bolha': 59752, 'homelessness': 23777, 'inessential': 59753, 'underhand': 43200, 'coster': 59754, 'witter': 77995, 'peque': 59755, "'just'": 59756, 'stronghold': 36034, 'farfella': 43202, 'superbad': 31488, 'nagasaki': 43203, 'tsing': 15025, 'hairshirts': 59757, '38th': 36035, 'entei': 43204, 'americian': 59758, 'enervating': 31489, 'witten': 77484, 'partanna': 31490, 'enter': 2538, 'unreasoned': 59760, 'seamus': 59761, 'chestburster': 43205, 'parmentier': 59762, 'strangly': 59763, 'matewan': 40458, 'intenseness': 36036, "bonet's": 59765, 'tasuiev': 28231, 'vixens': 31491, 'reformers': 46755, 'nahin': 43206, 'rowdies': 59767, 'fads': 36037, 'panamericano': 59768, "alyson's": 59769, 'hypocrisy': 11099, 'canto': 23778, 'expectations': 1395, 'sonya': 44376, 'fade': 5472, 'scattershot': 36038, "editing'la": 59770, "akshay's": 28284, "history'": 59771, 'plaster': 25753, 'hesteria': 59772, 'supermoral': 59773, 'gaydar': 59774, 'norfolk': 31492, 'pinkish': 59775, 'godchild': 59776, "cant'": 59777, 'interdimensional': 59778, 'satred': 59779, 'mothers': 5898, 'chuck': 3444, 'h5n1': 59780, 'filling': 5239, 'yakking': 59781, 'victory': 5133, "lifshitz's": 67818, 'wantonly': 44396, 'korzeniowsky': 59782, 'lasting': 5860, 'hank': 4388, 'signing': 11735, 'pruneface': 36039, 'enthusiams': 59784, "'crap'": 59785, 'wlaker': 63754, 'thomilson': 59786, "wish's": 43209, 'magnets': 44401, 'eoes': 63768, 'poncho': 36040, 'kielberg': 59789, 'gol': 59790, 'goo': 8947, 'manicness': 59791, 'trumpeter': 25754, 'god': 555, "sarno's": 31493, 'dewitt': 31494, 'goa': 59792, 'goombahs': 42997, 'harnois': 59793, 'millennium': 8635, 'gun¨': 59794, 'waterstone': 59795, 'interconnectedness': 59796, 'got': 185, 'gov': 43971, 'hana': 37973, 'gos': 59799, 'gor': 44418, 'telletubbes': 59801, 'scopes': 59802, "stretch's": 59803, 'taviani': 77488, 'marano': 59804, "loren's": 23780, 'caille': 59805, 'scoped': 43211, "l'amour": 28285, 'publication': 18734, 'overwatched': 59806, 'laborer': 59807, 'estefan': 43212, 'denture': 59808, 'egyption': 59809, "go'": 31495, 'inexpensive': 23781, "'psychological": 36041, 'economically': 22920, 'labored': 19737, 'surender': 59811, 'virtuality': 59812, 'cooperating': 59813, "too'": 43213, 'already': 457, 'À': 59814, 'eerier': 59815, 'tazmanian': 59816, 'sober': 8085, 'categorize': 17806, 'cheerless': 43214, 'broaching': 59817, 'à': 13996, "meredith's": 28286, 'euphoric': 28287, 'euphoria': 43215, 'ø': 59818, 'ballistic': 25755, 'overexplanation': 59819, 'servo': 19738, 'toon': 25756, 'tooo': 43216, 'tool': 6643, 'kabinett': 59821, 'took': 559, 'toot': 59822, "farrell's": 19906, 'novarro': 26328, 'cowhands': 59823, 'nakano': 59824, "mamma's": 43217, "amoretti's": 59825, "'cheap'": 43218, 'fashion': 1594, 'unrest': 17004, "'geeks'": 59826, 'lassander': 44937, 'seagle': 59827, 'talking': 659, 'ethnical': 59828, "forbes's": 59829, 'staggeringly': 17807, 'beckett': 14475, 'auteil': 43220, 'braveheart': 5988, 'bacall': 4867, 'doughty': 31496, 'balling': 33732, 'stargazing': 59831, 'client': 8600, 'vermeer': 67314, 'anthonyu': 59832, 'effectiveness': 11100, 'feistyness': 59833, "'teenage'": 59834, 'evangelist': 17915, 'ryne': 59835, 'visionary': 11670, 'ryna': 59836, 'michale': 59837, '01pm': 59838, 'hypnotize': 36043, "cbc's": 43222, 'stood': 3402, 'evangelism': 59840, "'mirrors'": 59841, 'prostitute': 4054, 'spellcasting': 59842, 'peers': 8194, 'romantick': 59843, 'Åge': 59844, 'oradour': 59845, "ballin'": 64039, 'enterprise': 4147, "event's": 36044, 'romantics': 20886, 'baptized': 28288, 'prollific': 59847, "'delights'": 59848, 'yougoslavia': 59849, "grisham's": 59850, 'wincott': 18735, 'dreads': 34334, 'deepika': 59851, "devine's": 43224, 'mostof': 59852, "'gobble": 43225, 'fun\x85': 59853, 'dcom': 29681, 'marinescus': 59854, "1960's": 5578, 'brunna': 43227, 'studiously': 43228, 'snickers': 43229, 'geez': 14476, 'bamatabois': 59855, 'gees': 43230, 'geer': 13997, 'novelists': 36045, 'blinking': 18736, 'baffle': 31497, 'windblown': 59856, "briss's": 59857, "priest's": 23782, "bijou's": 59858, 'skinnydipping': 59859, '\x85oh': 59860, 'intersperses': 59861, "public'in": 59862, 'schofield': 36046, 'earpeircing': 59863, 'interspersed': 9138, "o'tool's": 59864, "rossi's": 43231, 'snowballing': 59865, "baltimore's": 59866, '5million': 59867, 'encapsulations': 59868, 'elopement': 59869, "'x'": 28289, "nightmare'": 36047, 'peploe': 43232, 'reported': 8213, 'tapeworthy': 59870, 'clairedycat': 59871, 'outgoing': 22921, 'demented': 4726, 'execrated': 59873, 'depressive': 17005, 'discriminating': 28290, 'gladiator': 8636, 'amalgamated': 59874, 'capacity': 7388, 'ishq': 16269, 'interviewing': 12689, 'luminescent': 25757, 'isha': 25758, 'fuehrer': 36967, 'medoly': 59876, 'ishk': 43233, 'guillame': 36048, 'hoofing': 31498, "'enigmatic": 59877, 'aquarius': 36049, 'nightmares': 4055, 'adage': 25759, 'aquarium': 14477, 'contamination': 25760, 'byways': 59878, 'christa': 39002, 'improve': 4389, 'protect': 2907, 'boffin': 43234, 'truffault': 59879, 'rogerebert': 59880, 'layered': 7717, 'conceits': 23783, 'operating': 8881, 'escapade': 19741, 'monograph': 59881, 'bachman': 18737, "fairbanks'": 59882, 'pardner': 59883, 'theowinthrop': 59884, 'fogelman': 59885, 'towels': 31499, "mvp's": 36786, '2200': 36050, "teacher'": 59888, "o'dell": 31500, "denizen's": 59889, 'trampled': 20091, "fante's": 59890, 'blik': 43235, "'outtakes'": 59891, "towel'": 59892, 'redrum': 25761, "'words": 59893, 'snips': 59894, 'residue': 29025, 'bladder': 43236, 'pinkins': 59895, 'snipe': 43237, 'fleurieu': 59896, "rooney's": 20887, 'tortoise': 39004, 'moomins': 59898, 'beresford': 43238, 'blip': 25762, 'crappiest': 25131, 'hallucinogens': 59899, 'lessen': 28292, 'bischoff': 19742, 'lesser': 2908, 'petrus': 59900, 'chappies': 59901, 'teachers': 5359, 'document': 6908, 'infectiously': 36051, 'heeellllo': 59902, 'enyoyed': 59903, 'nightgowns': 31501, "blackadder's": 36052, 'bryanston': 43239, 'svenson': 20888, 'snobbery': 19743, 'madres': 59904, 'wound': 4526, 'yahoos': 43240, 'utilitarian': 43241, 'complex': 1312, 'culturalism': 43008, 'several': 447, 'yung': 43242, 'pampering': 43243, 'twiddling': 43244, 'visayas': 59905, 'constricting': 43245, "zombie's": 19874, 'visayan': 22251, 'postmark': 59907, 'pilmark´s': 59908, 'tuscany': 59909, 'vilified': 25763, 'groundswell': 36053, 'sedates': 45577, 'karino': 59910, 'emilius': 59911, 'vilifies': 59912, "madre'": 59913, 'gilda': 28293, 'gorris': 20889, 'mirages': 59914, "gilberte's": 43246, "'adventures'": 59915, 'almerayeda': 82786, 'uncooperative': 25764, 'modulate': 59916, "janning's": 59917, "'lake": 43247, "kun's": 59918, 'luckly': 59919, 'flutist': 59920, 'pharmacy': 31502, 'eckart': 59921, 'jordache': 59922, 'katsuya': 43248, 'barker': 9506, 'interprets': 36054, 'humanity': 1943, 'actresses': 1504, 'dupes': 50101, 'deriviative': 59923, "features'": 43249, 'harmann': 59924, 'beirut': 25765, "monet's": 59925, 'darkheart': 28294, 'apart': 969, 'ninjas': 8088, 'exxon': 36055, 'intertwined': 11373, 'ditto': 10883, 'gift': 3467, 'sequiturs': 23784, "beckham'": 43250, "adamson's": 59927, 'alamo': 11101, 'intertwines': 38961, 'giff': 59928, 'splendor': 15026, "public's": 13504, 'overtone': 36057, 'aikidoist': 59929, 'detraction': 36058, "193o's": 59930, 'butterfield': 59931, 'sadism': 14463, 'gangbusters': 43252, 'aldrich': 43253, 'meters': 17006, 'lieutenent': 59932, 'indirect': 25198, 'ick': 22252, 'embodied': 15637, 'tab': 23372, 'ich': 59933, 'cooper': 3058, "bolkan's": 43255, 'scarecrows': 7718, 'icb': 59934, 'icg': 43256, 'icf': 43257, 'ice': 1900, 'prejudicial': 31504, 'remorselessness': 64628, 'dehner': 31505, 'embodies': 15027, "kubrick's": 7389, 'disinfecting': 59935, 'subordination': 59936, 'christmas': 979, 'espionage': 7822, "cabanne's": 44707, 'ironclad': 36059, 'erodes': 59937, "'occult": 75789, "protagonist's": 14749, "'motorcycle": 59938, 'bizmarkie': 59939, 'nighy': 14918, 'garnished': 44719, '44yrs': 59145, 'spiritualists': 59942, 'limitation': 28295, 'algy': 36850, 'asimov': 23786, 'shards': 25766, 'polysyllabic': 59944, 'nooooooo': 36060, 'sept': 16270, 'compatable': 60834, 'primitive': 5240, 'froze': 28296, "'bout": 19744, 'dualities': 53309, 'madhubala': 20890, 'masayuki': 43261, 'procrastinator': 43262, 'cafeteria': 15101, 'dimitri': 14639, 'blainsworth': 43263, 'disinterest': 25767, 'interlopers': 36061, 'lags': 28297, 'opus': 10143, "ole'": 58561, 'lago': 20891, "husband's": 5298, 'lage': 43264, 'unpretentious': 11374, 'purposely': 10854, 'head': 416, 'brutishness': 59945, 'dinocrap': 43265, 'heal': 10603, 'lassie': 11369, "andie's": 28298, 'dantes': 59946, 'heah': 43266, 'weskit': 59947, 'phantasmagorical': 36062, 'heat': 3564, 'hear': 839, 'heap': 7958, 'hugues': 59948, 'nodded': 43267, "brecht's": 59149, 'counsel': 22254, 'pambies': 59949, 'compositional': 36063, 'heartwarming': 5758, 'bargain': 4863, 'adore': 6464, 'neighboring': 18738, 'stardust': 7231, 'caetano': 65337, 'adorn': 59951, "'back": 25768, 'pelted': 31506, 'sinful': 17007, 'trahisons': 59952, 'experience\x85': 59953, 'simulations': 59954, 'robotically': 78314, 'chuckling': 15028, 'willingly': 8465, "'tribe'": 59955, 'picturizations': 59956, 'formality': 43269, "beloved's": 43270, 'ogar': 59957, "harrelson's": 83587, 'sporks': 59958, 'kostelanitz': 59959, 'falkland': 43271, 'adorably': 37982, 'incestuous': 7719, 'heder': 17931, 'unmercilessly': 59962, 'absorption': 27541, 'quirkily': 59963, 'hieroglyphics': 43273, 'bugundians': 43274, 'kanmuri': 59964, "round's": 59965, 'straithern': 59966, 'scratchy': 22256, 'reassuringly': 59967, "monk's": 59968, 'bullet': 3982, 'glenrowan': 28299, 'withhold': 43275, "elizabeth's": 23788, "'change'": 59969, 'chopras': 59970, 'backward': 11375, "nihalani's": 36064, 'forgeries': 59971, 'afgani': 59972, 'brother\x97a': 43276, "'central'": 59973, 'dimentional': 43277, 'approxamitly': 59974, 'daoism': 59975, 'daoist': 43278, "feminists'": 59976, 'dallasian': 59977, 'displaying': 7592, 'chocula': 43279, 'f13th': 59978, 'turbid': 43280, 'meryl': 5048, 'outsize': 59979, 'brandie': 64967, 'stetner': 64973, 'asking': 2251, 'lapels': 59981, 'sing': 1938, "virgin's": 43281, 'town': 510, 'broadly': 13998, 'hatter': 43903, 'ria': 59984, "perrine's": 59985, 'hatted': 59986, 'roving': 31507, "krasner's": 59987, 'denounced': 22257, 'cathie': 36066, 'vladimir': 33444, "chikatilo's": 36067, 'strada': 36068, 'fahrt': 59989, 'denounces': 59990, 'heigel': 59991, "policeman's": 31508, 'nemisis': 59992, 'baku': 59994, 'inland': 22427, 'bako': 59995, 'roosevelt': 13105, 'takeoff': 36069, 'biopic': 7418, 'bake': 11376, 'substitute': 7593, 'croft': 16271, "starr's": 43283, 'luchini': 59997, 'tessie': 36070, 'spire': 59998, "'goodness'": 59999, 'luchino': 17008, 'manikins': 60000, "koteas'": 60001, "lost's": 60002, 'humorist': 31509, 'spirt': 60003, 'buscemi': 10856, 'sagramore': 60004, 'eliminations': 60005, 'jyada': 71672, 'realizations': 36071, 'dissipates': 28300, 'meteorites': 43284, 'groups': 4019, 'dea': 33446, 'dissipated': 31510, 'unidentified': 22260, 'pearly': 31511, 'pearls': 20893, "tex's": 60006, "allen's": 5861, 'dailys': 60007, 'cinnamon': 43285, 'paxton': 5696, 'barfing': 36072, 'beurk': 36073, 'morals': 6722, 'parme': 60008, 'gruesomeness': 38867, 'anamorph': 42381, 'mackenna': 43287, 'semana': 28301, 'steeleye': 60009, 'chriterion': 60010, 'peep': 18065, 'emmys': 43288, 'sledgehammer': 15029, 'durang': 49553, 'rejuvenating': 60013, 'mencia': 15639, "belt'": 60014, 'tarts': 37643, 'reductive': 60015, 'criteria': 11377, 'galleries': 29683, 'abutted': 60017, 'luva': 31512, 'magestic': 60018, 'chocolate': 9140, "\x91curious'": 60019, 'gryll': 60020, 'luvs': 60021, "mcguire's": 43290, 'goofiness': 25770, 'spall': 13988, 'garbageman': 60022, 'reflux': 60023, 'districts': 31513, 'aircrafts': 43291, 'handsaw': 43292, 'predominating': 60024, 'inveighing': 59159, 'unconditional': 19904, "wives'": 43294, 'deservedly': 8806, 'manchus': 43295, 'corrupted': 12322, 'garbled': 20894, 'damini': 43296, "renyolds'": 60025, "macha's": 60026, 'stroke': 6644, 'corrupter': 60027, 'dropped': 3441, "rite'": 60028, 'odette': 36076, "'sherlock": 43297, 'hydrogen': 23789, 'garbles': 60029, 'requirements': 12691, 'unschooled': 43298, 'afterlife': 11102, 'watching': 146, 'innumerable': 16272, 'allthrop': 83600, 'speaks': 2463, 'tipper': 36077, 'undefinable': 60031, 'irrational': 8638, 'ballroom': 8639, 'maturing': 43299, "dogs'": 43300, 'rites': 17808, 'motorists': 60032, 'outlandish': 7494, 'tipped': 22261, 'psychoanalyze': 60033, 'reposition': 60035, "gavras's": 60036, 'misbegotten': 23790, "schizophrenic's": 43301, '2hrs': 36078, "macchio's": 60037, 'glancing': 23791, 'the\x85most\x85half': 60038, 'refund': 11103, 'barfly': 34939, 'accoladed': 60039, "minot's": 60040, 'overgrown': 32480, 'undervalued': 22262, 'blocker': 19746, 'canary': 23792, 'hardison': 60041, 'unremembered': 43302, 'accolades': 13505, 'igloos': 60042, 'utans': 60043, 'terezinha': 60044, 'blocked': 16273, 'nimh': 23793, 'poplars': 60045, 'horvitz': 36079, 'chips': 17009, 'coordinates': 43303, 'mailroom': 60046, "o'gill": 60047, 'reubens': 16168, "grace's": 22263, 'meridian': 36080, 'cutter': 6723, 'tenzen': 60048, 'conversations': 3955, 'theoscarsblog': 60049, 'warranted': 15640, 'karlsson': 60050, 'sophomore': 15113, 'opera': 1419, 'slumps': 31515, 'escapists': 60051, 'realise': 3544, "simmon's": 60053, 'neutered': 22264, 'menalaus': 60054, 'weighted': 25771, 'pillaged': 60055, "'partha": 60056, 'zebra': 43304, 'maniquen': 60057, 'samurais': 25772, 'myrtle': 8089, 'shelbyville': 60059, "'machismo'": 60060, 'reckons': 43305, "part1's": 77519, 'sustains': 19747, 'continuing': 6208, 'mortenson': 36081, 'cactuses': 60062, 'someplace': 14479, 'lowbudget': 60063, 'buba': 60064, 'unca': 60065, 'florescent': 43306, 'unco': 60066, 'bubi': 60067, 'brewsters': 60068, 'clover': 43307, "burakov's": 36082, 'satanic': 7594, 'queries': 31516, 'bouffant': 60069, 'obituaries': 60070, 'nightmarish': 7495, 'cloven': 65537, "lörner's": 60071, '88min': 59173, "randolph's": 43308, "ryder's": 60072, 'teammates': 17809, 'carney': 20895, "youngster's": 36083, 'feign': 36084, 'clevelander': 65576, 'budweiser': 60074, 'faculty': 26922, 'carnet': 60075, 'overblown': 6645, 'soaring': 18740, 'acct': 60076, 'pokemon': 4604, 'willaims': 43310, 'millions': 3149, 'disinterested': 12692, 'surveys': 36085, 'bwahahahahha': 60077, 'acquired': 6817, '\x96like': 60078, "flippen's": 60079, 'circa': 7959, 'circe': 60080, 'holden': 10405, 'keyshia': 60081, 'hug': 9141, 'lache': 60082, 'tempers': 25773, 'hub': 43311, "isbn't": 43312, 'hum': 5934, 'hun': 25774, 'huh': 3371, 'braun': 14480, 'inexpressible': 60083, 'huk': 60084, 'callaghan': 43314, 'arsed': 44951, 'hur': 18741, 'lachy': 60085, 'conjures': 28302, 'holder': 20897, 'verheyen': 43315, 'petrified': 19748, 'gokbakar': 28303, 'looting': 19914, 'diplomatic': 18742, 'obtuseness': 60086, 'r': 1476, 'cooney': 60087, 'mcbride': 18886, 'caprice': 14022, "ziering's": 43316, "n'dour": 23794, 'armored': 28304, "1928's": 60088, 'bava': 11671, 'diabo': 43317, 'atherton': 46830, 'schuer': 60090, 'stolid': 20898, 'exploratory': 36087, 'transcription': 43318, 'ideologists': 46831, "passengers'": 60092, 'dining': 13106, 'cattermole': 60093, 'armaggeddon': 60094, 'thermometer': 31517, 'sect': 21514, 'resurrections': 43320, 'friz': 31518, 'replicas': 25776, 'sherman': 10643, "harks's": 60096, 'visitors': 10145, "'fintail'": 60097, 'synopsizing': 60098, 'brashness': 34699, 'librarian': 10355, 'precludes': 36088, 'littering': 23795, 'sterno': 43321, 'encasing': 60099, '8mm': 13107, "persuaders'": 60100, 'neuro': 36089, 'garages': 43322, 'considered': 1189, 'jakarta': 43323, "'courageous'": 60101, "manfred's": 43324, 'goksal': 43325, "gibbs'": 60102, "80's": 1352, 'herren': 23796, "kit's": 60103, 'perch': 60104, 'vetted': 60105, 'touchingly': 22265, 'perce': 60106, 'percy': 18743, 'babysitters': 28305, 'southwestern': 36090, 'broach': 83614, 'arzner': 60108, "freakin'": 15030, "'ghosts'": 35942, 'ribsi': 60110, 'overconfidence': 43326, 'crime': 820, 'surrealist': 19182, 'wooley': 45094, 'crims': 43327, 'crimp': 60112, 'hooting': 28307, 'narrows': 23797, 'unnattractive': 46219, 'jiggs': 33780, 'nell': 10146, "burton's": 11104, 'boilers': 60113, 'nicodim': 60114, 'transistions': 60115, 'indulgences': 31519, 'tailor': 10604, 'rendition': 4640, 'primates': 43328, 'treachery': 17810, 'freaking': 7110, 'lecarré': 36091, 'pinnacle': 10356, "curtiz's": 28308, 'wonman': 60116, 'tenshu': 36092, 'mewes': 60118, "teal'c": 15031, 'mapped': 43329, "'companion'": 60119, 'deritive': 80279, "'goof'": 60121, 'caswell': 43330, 'foxbarking': 60122, 'zombies\x97natch': 60123, 'maybe´s': 60124, 'violated': 13506, "duffel's": 43331, 'simmering': 20899, 'lillith': 28309, "'faubourg": 60125, 'violates': 25778, 'cântarea': 43332, 'fails': 993, "vicky's": 60126, 'jeter': 28310, "hedeen's": 60127, 'filmtage': 60128, 'charters': 60129, 'seers': 60130, 'jetee': 43333, 'berrisford': 60131, "fmv's": 60132, 'sacker': 60133, "'prime": 60134, 'cycs': 60135, 'thirsty\x85': 60136, 'sacked': 26165, 'floundering': 19749, 'tooling': 43334, 'radelyx': 60137, 'wrong\x85': 60138, 'dutiful': 23798, 'freakiest': 31521, 'boogeyman': 8131, 'skylines': 43335, 'daria': 8640, 'eschews': 22266, 'dario': 14548, 'darin': 60139, "habit'": 60140, "'jokes'": 26167, "murderer's": 43336, 'propagation': 60142, 'snarls': 28770, 'bromfield': 25779, 'him\x97a': 66010, 'bunks': 43337, 'snarly': 60145, 'hickish': 45141, 'bashki': 25780, 'hirsch': 15663, 'polt': 60147, 'pols': 60148, 'percussionist': 60149, 'mcmurphy': 60150, 'robotics': 36093, 'stylophone': 78503, 'poly': 60152, 'sampling': 25781, 'minoan': 60153, 'bosnians': 36094, 'pole': 5697, 'werner': 10857, 'colon': 31522, 'colom': 60154, 'polo': 28311, 'giegud': 60155, 'poll': 31523, 'polk': 36095, 'runaway': 8090, 'gretzky': 60156, 'late': 519, 'cineplexes': 60157, 'amer': 43338, 'lifes': 17811, 'lifer': 31524, 'abdul': 37090, 'filmmakers': 1054, 'attenborough': 6282, "shekhar''s": 60158, 'reuters': 61757, "tuvoks'": 60160, 'cords': 31525, 'hardly': 980, "'language'": 60161, '637': 60162, 'scientist\x97ilona': 66082, 'tamil': 17010, 'paying': 2645, 'libelous': 43340, 'hughes': 5698, 'knucklehead': 43341, 'amend': 60163, 'responsability': 59188, 'spirtas': 60164, "life'": 16275, 'explicitness': 60165, 'straitjacketed': 60166, 'shrieks': 22268, 'dolls': 4442, "masters'": 59190, 'snaking': 60169, 'unpersuasive': 60170, 'clutter': 8807, 'mcgregor': 10357, "dionna's": 60171, "'euro": 60172, 'volition': 36097, 'rungs': 60173, 'helmet': 8091, "morty's": 43342, 'resentful': 19750, 'helmer': 15641, 'alphabet': 17812, "duchenne's": 60174, 'seeking': 2984, 'helmed': 15032, "'teens'": 60176, 'buys': 6370, "cormans'": 60177, 'shifty': 15642, 'constantine': 22269, 'layabouts': 43343, 'awesomenes': 66181, 'palmas': 43344, 'mantaga': 60178, 'justiça': 60179, 'producers': 1177, 'bover': 60180, 'boothe': 15033, "thinking'": 77537, 'loreen': 36098, 'threaded': 25782, 'yukfest': 60182, 'shugoro': 31526, 'parisians': 36099, "'cannibal": 43345, 'buñuel': 19751, 'wald': 60183, "song'": 34943, "'fluff'": 87436, 'guided': 9142, 'especically': 60185, 'pariah': 23799, "aborigine's": 60186, 'harrison': 5935, 'differentiation': 60187, 'petunias': 60188, 'baldwin': 5424, 'guides': 12693, 'purposly': 60189, 'announcement': 15124, 'overlapped': 60190, "goldblum's": 24350, 'except': 546, 'kimberly': 15643, "penguin's": 43346, 'salts\x85': 60191, 'stapp': 58094, 'scheduled': 15034, 'velez': 77249, 'shearer': 11378, 'virginia': 4563, 'loaned': 28313, "'off'": 43347, 'schedules': 25783, "'runaway": 43348, 'loaner': 60192, 'tessering': 60193, 'gumbas': 60194, 'recalls': 9703, 'labyrinths': 60195, 'aured': 60196, 'bonaire': 60197, 'comotose': 73368, 'trainable': 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28354, 'sparrows': 43493, 'qm': 43494, 'bunsen': 46211, 'unison': 31578, 'elase': 60715, 'unisol': 15044, 'alfonse': 51951, 'expen': 60716, 'expel': 43495, "byron's": 28355, 'affirms': 24338, 'fantastically': 9705, "having'": 60717, 'cairns': 43496, 'kringle': 60718, 'manicotti': 43497, "provoking'": 60719, "'blood": 19768, 'righteously': 28356, 'ehle': 42967, "toro's": 26861, 'braid': 60720, 'landru': 60721, 'arguably': 4686, 'landry': 31579, 'meatballs': 22285, 'gallaghers': 52158, 'scathingly': 25816, 'viper': 30282, "command'": 43498, 'dhoom': 14003, 'irreverently': 54796, 'weighing': 28358, 'cemetry': 60722, "daughters'": 43499, 'kovacks': 31581, 'marchal': 43500, 'reitman': 16288, 'embarrassment': 4464, 'probing': 17019, "geek's": 43502, 'jukeboxes': 43503, 'sonorous': 36173, 'montmartre': 20912, 'commands': 10365, "it's'": 60723, 'spikings': 60724, 'budgeting': 36174, "hyde's": 18762, 'commando': 10155, 'unconvincing': 2628, 'hehehe': 69670, 'unfolding': 7497, "celine's": 36175, 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'tantalizing': 21243, 'narcotic': 34171, 'picaresque': 28367, 'soba': 77644, "buckshot's": 60845, 'basics': 10671, 'uttering': 12702, 'demongeot': 31595, "roger's": 43539, 'commenter': 12703, 'knoller': 25823, "harling's": 43540, "couple's": 14612, 'cheeta': 28369, "burke's": 36197, 'perfetic': 60846, "summersisle's": 43541, 'commented': 4290, 'fect': 60847, 'sturm': 36198, "liz's": 43542, 'steckert': 23831, 'bilk': 60848, 'railing': 20917, "delon's": 36199, 'valiant': 13119, '¡§galaxy': 60849, 'relieving': 25824, 'thunder': 7720, 'schism': 36200, "orloff'": 60850, 'gujarati': 18765, 'bonuses': 23832, "sponser's": 60851, 'straights': 33837, 'admiral': 17831, "hugh's": 60852, 'atem': 60853, 'sobs': 23833, "'breaker": 60854, "interesting'": 60855, 'lgbt': 60856, "'groovy": 60857, "sanders'": 43543, 'ates': 43544, "olivier's": 13621, "t'aime": 9769, 'flatlands': 60860, 'k': 2292, 'yesteryears': 60861, 'cowmenting': 60862, '45mins': 43545, 'kearn': 60863, 'ruskin': 60864, 'schapelle': 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"'memorial": 60895, 'dandys': 60896, "buzz'": 60897, 'uncinematic': 43551, 'tomason': 60898, 'utilise': 31597, 'mufasa': 60899, 'typed': 14005, 'henreid': 60900, 'invitation': 12427, "'here": 60902, 'vovochka': 31598, 'despondent': 25826, "rough'n'ready": 60903, "'poverty": 60904, "'wowser": 60905, 'types': 2107, 'persuasiveness': 60906, 'torme': 31599, 'buzzy': 60907, "green's": 25827, 'sylvain': 25828, 'baggage': 15652, 'timers': 18766, 'communistic': 60908, "mst's": 48713, 'aeroplane': 31600, "school'": 25829, 'wrought': 12013, 'achingly': 12809, "outlet's": 60910, 'reprises': 14006, 'auditory': 32655, 'unforeseen': 31601, 'pritchard': 43553, 'survivors': 4355, 'reprised': 31602, 'insubstantial': 28372, 'christmave': 60911, 'easier': 3422, 'emphasize': 8551, 'prophets': 31603, 'thrones': 60913, 'biding': 43554, 'slate': 16292, 'unemotive': 41271, "hokum'": 60914, 'rewording': 60915, 'colourless': 20919, 'schools': 5863, 'slats': 60916, "fontaine's": 25830, 'competitiveness': 43555, 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43706, 'miriam': 15661, 'pepperhaus': 61414, 'adriatic': 61415, 'carbonite': 43707, 'napier': 16299, 'vicey': 69367, 'snitch': 61416, 'wagter': 43708, 'resell': 43709, 'centaurs': 61417, "iman's": 61418, 'maso': 61419, 'sobbing': 15662, 'keanu': 8646, 'mask': 2374, 'clowning': 28409, 'masi': 61420, 'offensiveness': 36298, 'mast': 36299, 'mass': 2966, 'parallelism': 43710, 'priyanaka': 71472, 'sin': 3071, 'keane': 43711, "'anti": 31663, "flocker's": 61421, 'passé': 31664, "showing'": 61422, 'birdcage': 31665, 'treadstone': 36300, 'triptych': 43712, 'recapturing': 24432, 'graúda': 61424, 'welfare': 14494, 'ubasti': 28410, "doom's": 61425, "hilliard's": 47454, 'evicted': 20936, "vidor's": 25868, 'mylo': 43713, "'dangerous'": 61427, 'chewing': 7602, 'homepage': 61428, 'degeneration': 61429, "'celebrity": 61430, 'appointment': 17853, 'returned': 3779, 'wavers': 25865, 'detention': 12023, 'documentaries': 3669, "l'argent": 61431, 'diary': 6911, "'women's": 61432, 'showings': 18781, 'apricorn': 61433, 'columbos': 43714, 'appart': 61434, 'dodged': 28411, 'deftness': 31666, 'harry': 1332, "katakuris'": 73684, 'dodger': 13123, "bambino'": 61435, 'maggie': 4148, 'mishima': 61436, 'samoa': 61437, 'allusive': 61438, 'discriminates': 61439, 'fantatical': 73698, 'gogo': 36301, 'maggio': 61441, 'cresta': 22307, 'mamardashvili': 61442, 'discriminated': 43715, 'czechs': 25867, "riefenstahl's": 43716, "fi's": 28412, 'f430': 61443, 'verhooven': 61444, 'hormonal': 31667, 'otami': 36302, "cloak's": 61445, 'cohabitation': 61446, 'kittredge': 43717, 'danson': 61447, 'cegid': 43718, 'whirled': 47505, 'intellivision': 61449, 'thumbtacks': 69953, 'programmatical': 73739, 'sentient': 61450, 'guillespe': 43720, 'fiorentino': 36303, 'linklatter': 61452, "voerhoven's": 61453, 'vieques': 61454, "'tape": 61455, "'someone'": 61456, 'koffee': 61457, "lanisha's": 36304, 'scolded': 36658, 'schumacher': 12024, 'blackbuster': 36305, "tokyo's": 49941, 'reactors': 61458, 'encountering': 17854, 'contrivers': 61459, 'sunnydale': 61460, 'grubbing': 22308, 'griswalds': 36963, 'cadmus': 61462, 'homilies': 31668, 'misanthrope': 61463, 'corto': 61464, 'pulls': 2646, 'candians': 61465, 'britannic': 61466, 'britannia': 61467, 'expositories': 61468, 'cornerstone': 31669, 'sitter': 19787, "scarlett's": 61469, '6': 1083, "watch'": 61470, 'amassing': 73833, 'ballad': 14175, 'workmate': 43721, 'waterford': 36306, "whose'": 61472, 'brooms': 77764, 'ate': 9942, 'foundations': 31670, 'subtractions': 50546, 'damien': 13124, 'debriefing': 61473, 'leolo': 61474, 'morgan': 2018, 'facelift': 61475, 'baragrey': 43722, 'stabbings': 24671, "did'not": 43723, "wave'": 31672, 'prompt': 23858, "byers'": 61477, 'unratable': 63483, "scott's": 7113, "'97": 25869, "'96": 23859, "'95": 31673, "'94": 28413, "'93": 31674, "'92": 31675, 'masculin': 67602, "'90": 20937, 'camillia': 73924, 'implausibly': 25870, "'99": 43724, "'98": 28414, 'hollwood': 43725, 'takeout': 65608, "masses'": 43726, "lovell's": 61479, 'gainsbrough': 61480, 'mongolians': 61481, 'relinquishes': 61482, 'burge': 43727, 'musicians': 5244, 'reveries': 43728, 'godfried': 61483, 'burgi': 28415, 'guttenberg': 17036, 'waved': 25872, 'confounding': 25726, 'cimmerian': 61484, 'seoul': 20938, 'blotter': 61485, "'few'": 61486, 'ozporns': 61487, "chick's": 36309, "'parenthood'": 61488, 'blotted': 61489, 'waver': 31676, 'waves': 4565, 'punchier': 43729, 'ethics': 10157, 'kurasawa': 28416, 'refuse': 5991, 'rustlers': 36310, 'kohara': 61490, 'xxx2': 61491, 'deuces': 43730, "'what": 10614, 'reconstituirea': 43731, 'haugland': 43732, "'fought": 61492, 'grasshoppers': 15664, '1300': 61493, 'furthering': 25873, 'poplular': 61494, 'televise': 61495, 'mousse': 61496, 'licensure': 74027, 'dirossario': 61497, 'ameliorated': 61498, 'quagmire': 29246, 'dieing': 25874, 'zippy': 23860, 'laced': 8647, 'termed': 15665, 'peretti': 22309, "'main'": 61500, 'caesars': 43733, 'hzu': 61501, 'laces': 25875, 'zippo': 31678, 'enyclopedia': 61502, 'inquiry': 22310, 'langoliers': 43734, 'virginya': 31679, 'wry': 10697, 'tentatively': 61503, 'harron': 8198, 'vigilantes': 29427, 'sucker': 6649, 'intangibility': 61505, 'cléo': 36311, 'overreliance': 61506, 'prashant': 13524, 'tovarish': 61507, 'speculate': 15666, 'iwuetdid': 86714, 'sucked': 2064, 'consignations': 61508, "punk's": 42826, 'fount': 43736, 'nauseous': 15667, 'knight': 5693, 'found': 255, 'supervillain': 61510, "kapow's": 61511, 'dosed': 31681, 'safaris': 36313, 'resolute': 23861, 'osaka': 43737, '6wks': 61512, 'reduce': 12025, 'anachronistic': 15950, 'envoled': 61513, 'garners': 31682, 'jellies': 61514, 'trannies': 61515, 'doses': 9008, 'seselj': 61517, 'icecube': 61518, 'penicillin': 61519, 'awake\x85barely': 61520, "truman''s": 61521, 'embattled': 31683, "bellini'": 43739, 'revealled': 61523, 'leads\x97gino': 61524, 'scrabbles': 61525, 'arctic': 12429, 'salute': 13265, 'belief': 2604, 'demure': 20177, 'belied': 61529, "'shine's'": 61530, 'villedo': 61531, 'qualify': 7394, 'conditioning': 26704, 'housebound': 43740, 'clique': 15055, 'radditz': 61533, 'sanata': 58489, 'strongbox': 61535, 'owners': 6126, "s'est": 48738, 'hoppers': 61536, 'belleville': 31684, 'sensations': 26706, 'cyanide': 43741, 'castle': 1659, 'warheads': 36315, 'grossman': 28418, 'trousdale': 59382, 'spastically': 61538, 'rooted': 10158, 'belligerent': 25876, 'muddah': 74235, 'rooten': 43743, 'hardening': 34932, 'dinged': 61541, 'guess': 479, 'leverage': 29443, 'carrell': 14496, 'jeu': 36316, 'jez': 61542, 'tinnu': 61543, 'whorde': 61544, 'prickett': 61545, 'jeb': 43744, 'contra': 19790, 'omnipresent': 19791, 'contre': 61546, 'lemoine': 36317, 'jee': 43745, "scream's": 61547, "english's": 53590, 'jen': 18783, 'contro': 43747, 'codswallop': 61548, 'warmly': 16302, 'benella': 74358, 'lavished': 28419, 'phreak': 74290, 'iwill': 61551, 'kridge': 43748, 'satirical': 5937, 'mural': 31124, 'lavishes': 43749, 'endlessly': 6289, 'expositionary': 61554, 'thawing': 43750, "'defeat'": 61555, 'polarized': 31685, 'defrocked': 31686, "hell's": 19792, 'bitter': 2916, 'tajmahal': 61557, 'xizao': 43751, 'filthiest': 61558, 'teensy': 61559, "charlotte's": 36318, 'underhandedly': 61560, 'suffocating': 19793, 'honeys': 61561, 'canceling': 29452, 'beforehand': 7825, 'moonshiners': 61562, 'pedestrian': 6823, 'antarctica': 22311, 'lorch': 61563, 'railroaded': 36319, 'macaulay': 14497, 'tierney': 5806, 'unconstructive': 61564, 'advani': 16804, 'clutch': 27251, "roll'em": 61565, 'doberman': 36320, 'flannigan': 61566, 'freakishly': 29454, "popeye's": 43753, 'somtimes': 61568, 'loesser': 36321, 'knobs': 43754, 'jacinto': 23862, 'kneecap': 61569, 'somnath': 83880, 'misanthropist': 61570, "'nothing'": 40130, 'eventully': 61571, 'busby': 8094, 'monastery': 9943, 'darth': 7019, 'grandin': 36322, 'complementing': 47688, 'darts': 23863, 'argufying': 61573, "teens'": 61574, "\x91waxworks'": 44573, "karloff's": 16303, '16mm': 14015, 'giving': 740, 'worshipping': 25877, 'hamil': 36323, 'microsoft': 22787, "'noir'": 43755, 'chowder': 36324, 'cruiser': 22312, 'cruises': 25878, 'heavily': 2696, "dylan's": 36325, 'rayburn': 43756, 'cruised': 43757, "blethyn's": 36326, 'freight': 31688, "goodman's": 18784, 'writes': 4492, 'writer': 561, 'carpathia': 36327, 'clothesline': 36328, 'competently': 9712, 'enzyme': 61576, 'writen': 61577, 'exaggeratedly': 26369, 'roughie': 61578, 'bovary': 61579, 'bannen': 22313, 'logician': 61580, 'downpour': 36329, 'quizzes': 61581, "centuries'": 78414, 'banned': 4020, 'wga': 86726, "am'": 46919, "kareena's": 65628, 'banner': 13525, 'quizzed': 43759, 'deductive': 47721, 'enemy': 2540, "variety's": 43760, 'carbines': 43761, 'overburdening': 61586, 'stephinie': 61587, "tersteeghe's": 61588, 'skynet': 53504, 'boy¡¨': 43762, 'toone': 61589, "colagrande's": 31689, 'dedicative': 61590, "tulkinhorn's": 36331, 'aaghh': 61591, 'contextualized': 43763, 'potent': 8648, "'shaaws'": 72303, 'toons': 19794, 'backfire': 28420, 'branson': 43764, 'contour': 61592, 'baritone': 25879, 'spirits': 4120, 'didgeridoo': 61593, 'guinea': 6912, "julie's": 61594, 'aaaarrgh': 61595, 'demons': 2621, 'hooch': 28421, 'demoni': 61597, 'demond': 36332, 'hassell': 61598, 'viciousness': 28422, "amc's": 43766, 'candor': 28423, "thailand's": 43767, 'it´d': 61599, "'40's": 18786, 'willoughby': 31690, 'respondents': 43768, 'renewed': 12117, 'prerelease': 61601, 'gagool': 43769, 'screeches': 20940, 'screecher': 61602, 'aggie': 29476, 'electrical': 13125, 'it´s': 9312, 'jocelyn': 61604, "spirit'": 36333, "'shot": 43770, "'shop": 61605, 'rivalling': 61606, "demon'": 61607, 'messiah': 13126, 'loudmouth': 61608, "stone's": 10615, 'rippingly': 61609, 'crashingly': 43771, 'stimulates': 25881, 'exteremely': 43772, "colin's": 36334, 'frosty': 12026, "'accidentally'": 43773, 'benkai': 61610, 'yali': 40679, 'souffle': 61612, "wally's": 61613, 'disowning': 61614, 'toomey': 36335, 'eightball': 61615, 'tless': 71922, '\x85excerpt': 61616, 'dvdbeaver': 61617, 'movielink': 61618, 'thewlis': 18787, 'bartleby': 31691, 'pdvsa': 61619, 'raced': 25882, 'champion': 5807, "'typical": 61620, 'lives\x97for': 61621, "amemiya's": 61622, 'broody': 36336, 'gwenneth': 32774, 'racer': 20941, 'races': 6469, 'representative': 8649, 'systematic': 22314, "lib'ing": 61624, "pinacle'": 61625, 'connally': 61626, 'formless': 31763, 'hardness': 43774, 'together\x85': 61627, 'doctorates': 61628, 'hopers': 61629, "remains'": 61630, 'uncertain': 8330, 'stalks': 9226, 'estimations': 61632, 'bujeau': 43775, 'existance': 43776, "'eurotrash'": 61633, 'hilariously': 4807, 'medically': 25883, 'pian': 43777, 'duran': 20942, 'leaning': 12332, 'di': 10026, 'kareem': 61634, 'piaf': 28424, "mccabe's": 36337, 'walther': 36338, 'eeriness': 20943, 'swim': 5013, 'aggelopoulos': 61635, 'spottiswoode': 61636, 'suntimes': 61637, "shetan's": 48743, "'hollywood": 28425, 'rosenmüller': 61639, 'aguila': 43778, 'exult': 61640, 'resurrect': 11663, "normal'": 61642, '878': 61643, 's500': 43779, 'psm': 34985, 'nanosecond': 31692, 'fallacies': 28426, "o'byrne": 40537, 'tards': 61646, 'premonition': 25884, 'forgiveness': 7723, 'ohad': 25885, 'spiralling': 28427, 'alcott': 61647, 'knitting': 25886, 'dreamcatcher': 36339, 'understating': 61648, "whoopie's": 61649, 'upbringing': 8813, 'alert': 4427, 'gonna': 2143, "'twilight": 61651, 'workshopping': 61652, 'brontë': 43780, 'fabrication': 23865, 'euro': 8871, 'plessis': 61654, 'kelli': 43781, 'alleging': 61655, 'italicized': 61656, 'flippin': 61657, 'kells': 7428, 'theatrex': 43782, 'wierder': 61659, 'gass': 61660, 'normals': 61661, 'kelly': 1477, 'gingerale': 61662, 'marraiges': 61663, 'somethihng': 61664, "duchovny's": 28428, 'glitz': 14498, 'buchanan': 25887, 'befuddled': 15668, 'gallic': 43783, 'stunt': 3407, 'sidebar': 31693, 'hamwork': 61665, 'drizzled': 61666, 'conclusions': 7827, 'reawakens': 88264, 'admission': 7871, "chauffeur's": 61668, 'aloha': 36340, "chato's": 43785, 'stuns': 29247, 'rifleman': 43786, "deodato's": 61670, "'spark'": 61671, 'manna': 43787, 'jutting': 61672, 'australia': 3872, 'tenderhearted': 61673, 'skateboards': 43788, 'entrenches': 61674, 'shitty': 17857, 'suffering': 2070, "fiennes'": 43789, 'underachieving': 43790, 'blackjack': 39132, "clockwatchers'": 61675, 'entrenched': 20944, 'richie': 15669, 'chekhov': 61676, 'd': 1092, 'gurns': 37434, 'squandered': 11682, 'ivay': 61678, 'continue': 1740, 'yields': 23866, 'ivan': 10369, 'rostenberg': 61679, 'partying': 10865, "joyce's": 28429, 'senate': 15056, 'bogayevicz': 26754, "'macarthur'": 59408, 'kaige': 43792, "kino's": 31694, 'curious': 1994, 'sprint': 43793, "'cheesiness'": 61680, "'naughty": 61681, 'ganesh': 53610, '1800mph': 77788, 'sheakspeare': 61682, "webb's": 43795, "bakshi's": 7828, 'convulsions': 43796, 'digitized': 36342, "andrews's": 43797, 'odor': 43798, 'departures': 36343, 'analysing': 36344, 'subor': 25888, 'shadings': 33136, 'sacrament': 61686, 'syched': 61687, "bloke's": 61688, 'peruvians': 61689, 'lollipop': 43799, 'clinton': 12333, 'colorado': 16305, '974th': 61690, 'burtynsky': 17858, "sikes'": 61691, 'rakeysh': 75372, 'brownlow': 61693, "moynahan's": 61694, 'mitochondrial': 36345, 'mickey\x85the': 61695, 'prichard': 42576, "hirsh's": 61696, "'jane'": 61697, 'striven': 61698, 'mbna': 61699, 'film\x85': 61700, 'kathleen': 7293, 'u2': 43800, 'suis': 61701, "mtv's": 31695, 'crackdown': 61702, 'film\x97': 61703, 'suit': 1732, 'strives': 12027, "'aving": 61704, 'deflowered': 61705, 'inches': 14016, 'incher': 75076, 'graciously': 36346, "bulgakov's": 43801, 'slump': 25889, 'slums': 15976, 'regenerative': 61707, 'he’s': 36347, "1922'": 61708, 'geting': 61709, 'ut': 43802, 'uv': 38594, 'up': 53, 'us': 175, 'ur': 20946, 'um': 7020, 'ul': 42217, 'uo': 43803, 'un': 2756, "ortega's": 62306, 'uh': 5580, 'uk': 2282, 'unpremeditated': 61711, 'ug': 61712, 'benetakos': 43805, 'ua': 31696, 'uc': 22315, 'ub': 61713, 'storing': 61714, 'jalousie': 43806, "roz's": 28431, 'consigned': 25890, 'comming': 61715, 'hangups': 43807, "fp's": 61716, 'conanesque': 61717, 'killian': 17859, 'illogicalness': 61718, 'grieco': 13335, 'parsee': 61719, 'parsed': 61720, "o'hara's": 31697, 'akria': 61721, 'thugs': 3956, 'caracas': 25891, 'sällskapsresan': 61722, 'featurettes': 20542, 'paurush': 61723, 'accessorizing': 61724, "hole'": 36349, 'deviate': 36350, 'camelias': 61725, 'ferried': 61726, 'lucio': 9584, 'trouser': 61728, "krupa's": 61729, 'dobel': 61730, '1859': 28432, "wild'n'wacky": 61731, 'lucid': 15670, 'lucie': 61732, 'prosecution': 15057, 'cranking': 23867, 'kaiser': 30766, 'unsynchronised': 61733, 'ferries': 36351, 'leaflets': 31698, 'walcott': 61734, 'holey': 61735, 'superegos': 36746, 'holes': 1509, 'norwegians': 36352, 'incomplete': 11388, 'enrolled': 43808, 'inaccuracy': 18326, 'fresh': 1473, "blockbuster's": 45731, 'stammers': 43809, 'having': 257, 'learnfrom': 61737, 'japanamation': 61738, 'melty': 43810, 'hofeus': 61739, 'melts': 13526, "myer's": 36353, 'soften': 17860, 'arranging': 24672, 'softer': 19796, "'lite'": 61741, 'saree': 61742, 'longstanding': 36354, 'jugoslavia': 43812, 'feints': 61743, 'jagoffs': 61744, "parlablane's": 61745, 'cares\x85\x85\x85\x85': 61746, 'microscopically': 43813, "'blackboard": 61747, 'stocked': 25893, "bertinelli's": 61748, "vamsi's": 61749, 'staunton': 25894, 'landing\x85': 75275, 'panting': 20947, "kip's": 43814, 'bonnie': 7395, 'lopez': 7603, 'poitier': 19797, 'bhajpai': 61751, "all's": 36355, 'isaiah': 28433, "melt'": 43815, 'wipe': 9510, 'pigface': 61752, 'shetland': 43816, 'prix': 13127, 'transmission': 18788, 'bagley': 61753, 'racy': 14499, 'race': 1519, 'discounting': 36356, 'trite': 3101, 'keena': 61754, 'bartram': 20948, 'rack': 8954, 'keene': 31700, 'pueblos': 61755, 'yeats': 82207, 'everythings': 43817, "'sisterly'": 65670, "thurman's": 26778, 'copter': 31701, 'licensed': 36357, 'imply': 8955, 'hyde': 4858, 'alfre': 14017, "'oirish'": 60058, "'brideless": 61758, 'leakage': 61759, 'graduating': 28435, 'morsa': 79493, "manufacturer's": 53540, "cabell's": 61761, 'desperado': 23868, 'mornell': 59421, 'consistently': 4149, '1408': 31703, 'glammier': 61762, 'polluting': 23869, "sink's": 61763, "paloozas'": 61764, "'murderous": 75368, 'piedras': 25895, "renaldo's": 61766, 'busy': 2955, 'licence': 23870, 'darwinism': 43818, "goldberg's": 28436, 'althou': 43819, 'unfindable': 61767, 'unread': 61768, 'mockinbird': 61769, 'casino': 6127, 'screech': 31704, 'creation\x85': 48009, "borowczyk's": 31705, 'resulting': 4997, 'shepley': 61771, 'holmes': 3133, 'buffered': 61772, "gopal's": 61773, 'autant': 36359, 'pullitzer': 43820, 'outcomes': 16306, 'sixty': 9511, "aumont's": 61774, 'sovereignty': 61775, 'crosby': 7021, "arquette's": 28437, 'mutch': 36360, 'exciting': 1124, '35yr': 43821, 'clichés': 1804, 'yoshiaki': 43822, 'bush': 3447, 'clichée': 61778, 'clichéd': 2708, 'irrepressible': 23871, 'brilliantine': 43823, 'humorless': 13692, 'forefathers': 43824, 'midday': 31707, 'shipwreck': 43825, 'possessiveness': 61779, 'zimmer': 20949, 'unplug': 61780, 'bullhorn': 28439, 'transylvians': 61781, 'rubbish': 1913, 'montecito': 61783, "'moonlighting'": 61784, 'piety': 41299, 'anika': 33204, 'cinegoers': 61786, 'sabu': 10236, 'cherubic': 36362, 'prompts': 24554, 'coffie': 61787, 'devane': 31708, 'sabc': 61788, "framed'": 61789, 'coffin': 7114, 'sabe': 61790, "graveyard'": 61791, 'slid': 36363, 'perfecting': 43826, 'wilford': 20950, "pitch's": 61792, 'slim': 7204, "fit'": 61793, 'hauser': 14018, 'chakra': 59426, 'slit': 12334, 'tantrums': 18789, 'slip': 6650, 'golddiggers': 46931, 'mullets': 23872, 'rdb': 66404, 'hongkong': 43827, 'anakin': 12335, 'delay': 13128, 'crandall': 25897, 'cheungs': 61795, 'phyllida': 28442, 'paternally': 61796, 'palates': 43828, 'opine': 43829, 'hawt': 61797, 'burgermeister': 28443, "fenn's": 61798, 'wristwatch': 43830, 'dominos': 61799, "'noise'": 61800, 'graveyards': 33212, 'fits': 2349, 'reggie': 18790, 'marrow': 20951, 'hawk': 11118, 'hawn': 7829, 'afi': 14500, 'tomato': 10370, 'disapprovement': 61802, 'goines': 15907, 'maclean': 10714, 'peaces': 43833, 'româniei': 43834, 'clarissa': 22317, 'dorcey': 61804, 'crucification': 43835, 'shangai': 31709, 'move': 844, 'deluders': 61805, 'snobbishness': 36365, 'deaf\x91': 61806, "'manga'": 61807, 'deducing': 61808, 'umney': 45025, 'chosen': 2215, 'shola': 61810, 'jerman': 43836, '2019': 43837, 'choses': 61811, 'jody': 20952, '2017': 31710, 'suppressor': 43838, '2010': 18175, '2013': 61813, '2012': 36366, "pelletier's": 85051, 'outlined': 23873, 'spoofed': 28444, 'newmar': 17861, 'newman': 5866, 'goner': 43839, 'mitigated': 36367, 'legendary': 2557, 'waterboy': 61814, 'outlines': 18178, 'presidential': 7964, 'marlyn': 61815, 'minimalist': 14019, 'wallowing': 25898, "cannon's": 31711, 'vermette': 61816, 'truth': 879, 'tights': 19798, 'minimalism': 25899, 'wagnerites': 61817, 'subset': 43841, 'mets': 36368, 'blackballing': 61818, 'writeup': 43842, 'meta': 23874, "friggin'": 23875, 'castigate': 43843, 'meth': 14501, 'hanahan': 61819, 'incomprehendably': 61820, 'huck': 36369, 'controversially': 68318, 'dismissal': 22319, "'proto": 61821, 'motifs': 17038, 'viard': 75763, 'haiduk': 43844, 'annexed': 59433, 'circumnavigated': 69254, 'hassadeevichit': 61822, "mazovia's": 61823, "swank's": 61825, "'downfall'": 63657, 'release': 763, 'frigging': 31712, 'mstified': 61826, 'rounding': 16576, 'shortest': 22321, 'napoli': 28445, "castorini's": 61827, 'kelton': 61828, 'cunty': 61829, 'frat': 8248, 'téchiné': 61830, 'ultramodern': 43847, 'staggered': 23876, 'manuscript': 14502, 'yells': 8333, 'yello': 61831, 'muhammad': 43848, 'cobweb': 20953, 'yelli': 31713, 'yella': 61832, 'prank': 8199, "merrill's": 31714, 'porfirio': 61833, 'deceptive': 13527, 'guptil': 61835, 'chakiris': 65869, 'fray': 29703, "suchet's": 61837, 'hammed': 22322, "mason's": 43849, 'back': 142, "'johnny'": 61838, 'steensen': 61839, 'chagrin': 13528, 'adaptor': 61840, 'politeness': 38038, "ventura's": 61842, 'manhole': 31715, 'moriarty': 13289, 'lunchrooms': 61843, "arne't": 72466, 'roberta': 18540, 'grushenka': 61845, 'roberte': 43850, 'ekeing': 61846, 'bother': 1411, 'meanie': 61848, 'roberto': 15304, 'reacted': 17039, 'roberts': 3335, 'rollercoaster': 31717, 'teenish': 43851, 'kasbah': 61849, 'misirable': 61850, 'collecting': 9313, 'daiei': 61851, "'honor": 61852, 'beggar': 22323, 'trusting': 15671, 'gently': 8650, 'springs\x97this': 61853, 'reassuring': 23877, 'gentle': 3797, 'defending': 8095, 'encyclopedias': 61854, 'cáften': 61855, 'affinities': 61856, "'children'": 43852, "woodhouse's": 61857, 'lunche': 61858, 'lindy': 8200, 'lila': 11119, 'hungrily': 31718, '4000': 28446, 'skulls': 13129, 'lilo': 28447, 'erye': 64578, 'lili': 10159, 'frogland': 61859, 'hangover': 13529, 'waffles': 61860, 'chiba': 7604, 'lilt': 43853, 'ariauna': 28448, 'astride': 31719, 'lindo': 31720, 'squawks': 75948, 'linda': 4217, 'lily': 3875, "lewis's": 16308, 'accuracy': 5049, 'warily': 61863, 'logophobic': 61864, 'logophobia': 61865, 'altman': 5301, 'gussets': 61866, 'fallback': 43854, "lil'": 16309, 'trampy': 61867, 'tramps': 25900, 'locust': 25901, 'ds12': 61868, 'kipling': 16310, 'nobdy': 61869, 'mechanical': 4905, 'trampa': 22324, 'painting': 3367, 'incarcerate': 61871, 'oreos': 36373, "cassavetes's": 43855, 'wikipedia': 12709, "'ratso'": 28449, "'frolics": 61872, 'briny': 28450, 'bring': 718, 'lairs': 61873, 'naturaly': 61874, 'economist': 48223, 'brink': 9512, 'decade': 2065, 'principal': 4218, 'disillusion': 28451, 'wiseass': 61876, 'frenchy': 43856, 'timpani': 43857, 'should': 141, 'buttons': 8096, 'saire': 33262, 'geopolitics': 36374, 'noin': 36375, 'swith': 61877, 'indecisiveness': 31721, 'koslo': 43858, 'pleeease': 66381, "lugacy's": 61878, 'capsules': 61879, "fraternity's": 61880, 'bonds': 8956, 'cowlishaw': 61881, 'stothart': 61882, 'bondy': 61883, 'bonde': 61884, "'general'": 36376, 'shaping': 17862, "button'": 61885, 'glossed': 13130, "whisperer'": 61886, 'default': 16519, 'blebs': 84642, 'centerers': 76151, 'glosses': 28452, 'dattilo': 61887, 'favoring': 31722, 'odete': 43859, 'waaaaaayyyy': 61888, 'zomedy': 61889, 'packet': 36377, "end'": 43860, 'textiles': 29915, 'innovator': 38791, 'espanto': 61891, 'squeakiest': 61892, 'fulbright': 25902, 'taunting': 17040, 'piston': 61893, "unisol's": 61894, 'pistol': 8957, 'industries': 18226, 'ends': 627, 'cristiano': 43861, 'astroturf': 61896, 'snozzcumbers': 43862, 'hajj': 38796, 'haji': 26838, 'butts': 11802, 'hogging': 31724, 'ende': 61899, 'inagaki': 61900, 'seaboard': 43863, 'teleporting': 40461, 'reappears': 28453, 'pragmatics': 76203, 'endo': 61903, 'goldin': 76138, 'odets': 61904, 'invited': 5525, 'la': 1077, 'chhaya': 43865, 'goldie': 7434, 'newbies': 24844, 'assosiated': 61907, 'trumps': 22326, 'invites': 5383, 'wtf': 6015, 'annamarie': 36378, 'downgrade': 28454, 'whispering': 23878, 'li': 4506, 'accursed': 61910, 'hawkins': 19155, 'jussi': 61911, 'keying': 43867, "agent's": 36379, 'steadiness': 61912, 'bilancio': 61913, 'rhode': 18196, 'pinchot': 19799, 'lu': 43868, 'rhoda': 16603, 'hawking': 28455, 'giusstissia': 61916, '90min': 43869, 'tamer¨': 61917, 'revives': 36380, 'conflagration': 45034, 'chastised': 36381, 'eduardo': 17863, 'awwwww': 61918, 'mannequin': 17041, 'blackmarket': 76320, 'pedantry': 61920, 'toasting': 61921, "zane's": 22327, 'spain': 4998, "trek'": 29250, 'serling': 15672, 'genghis': 31726, 'crapsterpiece': 61923, 'choirmaster': 43870, 'lazslo': 88309, "agent''": 61924, '\x91when': 61925, "d'onofrio": 28457, 'discoveries': 17864, 'carleton': 43871, 'capta': 61926, 'globalizing': 74637, 'concerted': 28458, 'whitewashed': 61927, 'aristotelian': 28459, 'insanely': 9513, 'frenches': 61928, 'tampax®': 61929, 'pitt': 2740, 'pascoe': 43872, "hedrin's": 61930, 'sherlock': 7830, '35c': 61931, 'tupac': 25904, 'doule': 61932, "shindler's": 61933, 'juan': 7115, 'ryunosuke': 36382, 'valenteen': 53659, 'exagerated': 61934, 'matthew': 3873, "assault's": 61935, 'buffoon': 11120, 'lengthening': 43874, 'outbreak': 10616, 'unforgivable': 9987, 'mcgovern': 12719, "'leave": 31727, 'pluckish': 61936, 'drink': 3160, 'carradines': 43875, 'franjo': 61937, 'installments': 13084, 'fecundity': 76440, 'nekkidness': 61938, 'breck': 61939, 'down\x85': 61940, 'build': 1700, 'leidner': 61941, 'pleasantly': 3592, 'lupus': 43876, 'fascinate': 22328, 'shacks': 43877, '357': 61942, '356': 61943, 'norsemen': 61944, "roeg's": 17865, 'belmondo': 28460, '350': 23880, "doors'": 61945, "'tiny'": 61946, 'immortalized': 22329, '30th': 19802, "'tragic'": 61947, 'mandate': 39056, "'sabrina'": 61948, 'immortalizer': 43879, "'device'": 61949, 'ist': 42852, 'clipper': 61951, 'likes': 1229, 'tiefenbach': 61952, "'distinct": 61953, 'shakingly': 61954, 'excursionists': 61955, 'clipped': 18793, 'exempt': 31728, 'one\x97not': 61956, 'punchbowl': 61957, "a'hunting": 52433, 'krisana': 33309, 'passably': 36383, 'checking': 3300, 'cedar': 61960, 'nva': 79886, 'supervise': 36384, 'whopping': 17377, 'nvm': 61962, 'passable': 5081, "headey's": 61963, "doolittle's": 43880, 'shuddered': 31729, 'slathered': 31730, 'alongwith': 36385, "actress'": 28461, 'mechagodzilla': 61964, 'nerves': 6290, 'weepers': 61965, 'inexperienced': 8469, "cliché'd": 76582, 'obligortory': 61967, 'lebeouf': 76585, 'uncharacteristic': 20954, "cliché's": 18794, 'pacifistic': 36386, "citizenx'": 61969, 'heidijean': 61970, 'ronin': 20955, 'christianson': 43881, 'oragami': 61971, 'cruelest': 48392, 'arlene': 59459, 'bedding': 28462, "'detectives'": 61972, 'breakout': 16311, 'castrato': 61973, 'beringer': 48752, 'castrate': 61975, 'deciding': 7067, 'blowing': 4021, 'steadicams': 43883, "philospher's": 61976, 'singin': 31731, 'pictograms': 61978, "west's": 19803, 'naff': 20956, 'frameline': 61979, 'filmfest': 43934, "purcell's": 61980, 'iris': 12336, 'pregame': 61981, 'hammeresses': 64613, "khanna's": 44705, 'clinical': 13131, 'whistled': 43884, "'so": 13655, 'cadena': 61983, 'jhene': 43886, 'whistler': 19804, 'whistles': 26871, 'clooney': 7499, 'keeyes': 36389, 'software': 10866, 'centrist': 43887, "troma's": 36390, 'rectify': 21485, 'assess': 31732, "'scoop'": 24675, 'bizniss': 61987, 'shoppe': 61988, 'banco': 61989, 'larvae': 43889, 'minority': 5939, 'czerny': 28463, 'larval': 43890, 'emancipator': 43891, "seller's": 31733, 'larvas': 61990, 'venezuelan': 12710, '\x85': 5135, 'complacency': 36391, '36th': 23881, 'angeletti': 65031, 'taciturn': 18795, "'cliff": 61992, "'observe": 61993, 'shyness': 28464, '\x95': 18796, '\x96': 472, 'lowered': 10371, 'whitlow': 61994, 'complacence': 61995, 'rectum': 36392, 'valuation': 43892, "'voltando": 61996, 'alannis': 61997, '¤': 61998, 'compute': 38896, 'campus': 7205, 'gravitational': 48438, '¨': 36393, '·': 16312, 'imbalanced': 43894, '½': 17042, '¾': 62000, 'º': 62001, '»': 48445, 'irish': 2528, 'hedghog': 53673, "broderick's": 62003, 'contribute': 6555, 'sibling': 8334, 'bigwig': 31072, 'dogpatch': 62004, 'whiskeys': 62005, 'dissy': 62006, "corbet's": 62007, 'centurians': 81324, 'trumpeters': 43896, 'hearby': 65695, 'predominant': 31734, "'destruction": 62009, 'reckless': 8651, "ferrari's": 31735, 'veiw': 62010, "emory's": 38044, "iris'": 25907, 'vignette': 15673, "'hate'": 62012, 'muldayr': 62013, 'irvine': 45039, 'veil': 18797, "'man'": 44278, 'vein': 5640, 'draperies': 43897, 'simon': 2179, 'bivalve': 62014, 'wastage': 51097, 'crackerjack': 28465, "cure'": 59469, "waterboys'": 62015, 'hedges': 23690, 'dyanne': 62016, 'rep': 16997, 'isd': 56883, "vance's": 43899, 'brevet': 62019, 'ciao': 43900, 'desirable': 14021, 'monte': 15829, 'bizzare': 36395, 'demanded': 10890, "'lightheartedness'": 62021, 'cias': 62022, 'controversial': 3113, 'cracks': 7883, 'crapulastic': 62023, 'defraud': 62025, 'aliases': 38917, 'pedro': 11121, 'rootbeer': 43901, 'gay\x85': 62027, "pamela's": 62028, 'rheyes': 62029, 'barmen': 62030, 'bike': 5474, 'daze': 25908, 'biko': 5494, 'offhanded': 62032, 'avril': 31737, "sterling's": 62033, "awareness'": 62034, 'gautet': 62035, 'rem': 62036, "driver's": 18798, 'begrudge': 36396, 'follywood': 43902, 'expectable': 25909, 'distractive': 62037, 'tagging': 22330, 'mehmood': 62039, 'pique': 31738, 'royston': 17866, 'urinating': 15674, 'deceptions': 31739, "dunsky's": 62040, 'triumph': 3820, 'fwwm': 62041, 'monotonous': 7651, "'psychological'": 62043, 'bubbling': 18799, 'midsummer': 31740, 'phipps': 36397, 'handball': 53677, 'draaaaaags': 62044, 'subaltern': 62045, 'meekly': 36398, "lupino's": 43905, 'bharai': 62046, 'donitz': 53678, 'revolutionize': 28466, 'symbolically': 19376, 'decoding': 62047, 'unmemorably': 62048, 'monty': 6495, 'bleep': 15675, 'bharat': 36400, 'callowness': 56286, "sherry's": 30197, 'cruelity': 62049, "'edison'": 48514, 'algie': 31741, 'festive': 25910, 'revels': 19806, 'kikuno': 25021, 'kindred': 20957, 'conglomerate': 25911, 'snorks': 65702, 'he´s': 43909, 'fidois': 62052, 'watchers': 11122, 'daughter': 574, 'sweeet': 62053, 'frans': 62054, 'tanna': 62055, 'katee': 62056, "sale'": 62057, 'browsing': 12881, 'envious': 25912, "'nothing": 62058, "commercials'": 62059, "'cafe": 62060, 'eyeful': 43910, 'Êxtase': 62061, 'retards': 23882, 'tillsammans': 62062, 'gatiss': 36402, 'hindsight': 10372, "artists'": 36403, "holmes's": 23883, 'alligator': 9314, 'motivate': 17867, 'negative': 1563, 'moonwalking': 62063, 'sodomising': 62064, 'equator': 43911, 'fransico': 77165, 'loooooong': 62065, "interpol's": 62066, 'receipts': 36404, 'sociopath': 12029, 'seem\x85': 77184, 'infusion': 62068, 'award': 1341, 'aware': 1884, "sajani's": 36405, 'trojans': 62069, 'milius': 18800, 'josé': 13399, 'boobies': 16313, 'player': 1796, "'clean": 62071, 'sunnys': 62072, 'theories': 6651, 'mess\x85\x85\x85\x85\x85': 62073, 'oxide': 36406, 'transparency': 36407, "buff's": 43913, 'thenardier': 36408, 'tamilyn': 62074, '555': 62075, 'validates': 28468, 'resounding': 14641, 'bonafide': 31742, 'validated': 29667, 'swordplay': 12337, 'acrobatic': 19808, 'hillarious': 32783, "'wolf": 62079, 'verify': 19809, 'hitman': 20958, 'rookie': 6652, 'interview': 2701, 'nombre': 43914, 'beach': 2580, 'horror': 186, 'flixmedia': 62080, 'beack': 62081, 'fever': 3809, 'whitelaw': 36410, 'after': 100, 'beek': 17572, 'midlands': 36411, '5539': 62082, 'coloured': 15515, 'hebert': 36412, "'negative": 62083, 'hasty': 16314, 'retort': 36413, 'hasta': 43916, 'haste': 20960, "'bejeebers'": 62084, 'carpathians': 62085, 'salon': 17564, 'infested': 10867, "dakar'": 62086, 'sovjet': 62087, "god\x85yes'": 62088, 'walgreens': 36414, 'japan': 1895, 'tennesse': 43917, 'bombing': 9150, 'appeasement': 31743, 'highlights': 3565, 'avocado': 43918, 'awfulness': 8470, "'74'": 62089, 'workable': 18801, 'bespeak': 62090, "rock'": 28469, 'versus': 3986, 'nonactor': 62091, 'woken': 18802, 'gearhead': 43919, 'cuties': 23884, 'heike': 77406, 'prevarications': 62093, 'soraj': 43920, 'exhaled': 62094, "bombin'": 62095, 'vidal': 20961, 'runnign': 62096, 'rocky': 4808, 'tampering': 20962, 'longeria': 62097, 'ascends': 36415, 'absolve': 36416, 'alexis': 13132, 'rocks': 3336, 'properness': 62098, "'ack": 62099, 'hardback': 43921, "'ace": 62100, 'schemer': 36417, 'schemes': 9714, 'roxy': 21510, 'chippendale': 62102, 'bolliwood': 62103, "capano's": 43922, 'stripclub': 38994, 'lifter': 62104, 'hovis': 44861, "fishing'": 62105, 'motorized': 25914, 'benjamenta': 62106, 'disloyalty': 43923, "chelsea's": 62107, "water's": 22332, 'hogan': 9715, 'moonraker': 36418, 'dishwashers': 36419, 'veto': 43924, 'higginbotham': 43925, 'mourning': 9514, 'campaigns': 22333, 'vets': 9515, 'hurrrts': 62108, 'throbbing': 17043, 'whattt': 62109, 'mvt': 62110, 'comfy': 22084, 'created': 1072, 'mareno': 62111, "'small'": 62112, 'loooonnnnng': 62113, 'creates': 2123, 'caprica': 7831, 'outsleep': 62114, 'plummets': 25915, 'regress': 36420, 'redeaming': 62115, "mississip's": 62116, 'daunting': 20963, 'perkins': 10617, 'mignard': 36421, "'tubes": 77551, 'perking': 62118, 'felinni': 62119, 'tuna': 28470, 'carlyle': 10618, 'stanislofsky': 62120, "curtain's": 62121, 'baptises': 62122, 'daei': 43926, 'letheren': 62123, '¨thousand': 62124, 'youthfulness': 43927, 'baptised': 62125, 'observations': 7500, 'snags': 28471, "scene'": 20964, "o'steen": 62126, 'lunatics': 20965, 'haines': 7206, 'telekinetic': 31746, 'intermittedly': 62127, 'hainey': 62128, "13'th": 62130, "texas'": 31747, 'tabloids': 19810, 'trueheart': 43928, "capomezza's": 43929, 'sossman': 43930, 'fuelled': 25916, "'oliver": 62131, 'scener': 62132, 'scenes': 136, 'jehan': 77616, 'scened': 62134, 'minus': 5302, 'françoise': 23885, 'unappetising': 62135, 'frittering': 62136, 'gradualism': 62137, 'astaire': 3700, 'yancey': 62138, 'dildo': 23886, 'constellations': 36422, 'presumbably': 62139, 'steenburgen': 31748, 'seltzer': 28472, "cédric's": 31749, 'tyrannosaur': 62140, 'quieter': 19811, 'necktie': 62141, 'laden': 6470, 'envisions': 29253, 'gloaming': 62142, "me's": 62143, 'transmit': 22930, 'correlating': 39033, 'umiak': 62146, "bartlett's": 43931, 'snowflake': 77702, 'vestron': 36423, 'grandness': 43932, 'iceland': 25917, 'improbable': 6412, 'exercised': 43933, 'anatomy': 11816, 'exercises': 19812, 'untempted': 62148, "knows'": 77723, 'alumna': 62149, 'macpherson': 62150, 'duckling': 15676, 'alumni': 17044, 'luminously': 62151, 'walpurgis': 43935, 'menially': 62152, 'profundity': 20966, 'voting': 9716, 'naieve': 62153, "cromwell's": 36425, 'mittel': 62154, 'doped': 20967, 'bimbo': 8201, 'fleming': 10160, "gore'": 62155, "mechanic's": 62156, 'dopey': 8652, 'keywords': 43936, 'damen': 62157, 'dopes': 36426, 'fisheye': 62158, 'envoked': 62159, 'stepfathers': 62160, 'umpteen': 23887, "kellogg's": 43937, "eleanora's": 62161, 'deepest': 7966, 'styalised': 62162, 'subhuman': 31751, 'firebombs': 62163, 'personality': 1610, "'brilliant": 62164, 'gores': 43938, 'stasis': 62165, 'fainted': 43939, 'cardinals': 43940, 'gorey': 77809, 'wildfowl': 62166, 'stalins': 62167, "'chrissy'": 62168, "'blonde'": 62169, 'cardinale': 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"'gag'": 62193, 'garnishing': 62194, "sullavan's": 31753, "reality'": 62195, 'gailard': 25919, 'matt\x85damon': 62196, 'moshimo': 62198, 'ondine': 62199, "myriel's": 62200, 'headlights': 15058, "tim's": 36432, 'topical': 15678, 'condemned': 8471, "hasselhoff's": 36433, 'cesare': 62201, 'untypical': 36434, 'jabbering': 36435, "property's": 43950, "digicorp's": 36436, "''ned''": 62202, 'cryogenically': 62203, 'fest': 3337, 'fess': 31754, 'comfortable': 3966, "openness'": 62204, "croft's": 62205, 'johansson': 7501, 'launcher': 18233, 'launches': 20969, 'stubs': 62207, 'aip': 28475, 'air': 942, 'aim': 5526, 'harrumphing': 62209, 'rassendyll': 62210, 'persepolis': 36437, 'aid': 4085, 'property': 4859, 'inspired': 1578, 'launched': 8729, 'paeans': 36438, 'kodachi': 62212, 'plateful': 62213, 'odlly': 62214, "'spring": 70174, 'moping': 48820, 'prudhomme': 62216, 'uplift': 22334, 'dandia': 62217, 'bashevis': 43952, '1814': 62218, '1816': 43953, "yeon's": 62219, '1812': 62220, '1813': 43954, 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'leprosy': 31992, 'heigths': 55249, 'bodycount': 26073, 'delle': 64527, 'procedure': 13157, 'della': 8609, 'kindness': 9333, 'provocative': 5420, 'underplotted': 64529, "véronika's": 64530, "'dirty'": 55268, "'buys": 64531, 'presnell': 64532, 'experts': 8101, "terri's": 64533, "hancock's": 64534, 'villainesque': 64535, "dating'": 64536, 'thusly': 44670, 'yaitate': 64537, 'weaklings': 64538, 'circumventing': 64539, 'wanking': 44671, 'overstep': 36823, "'something": 28663, "kramer's": 26074, 'gilligans': 44672, "drawings'": 44673, 'dimensionless': 44674, 'harming': 31993, 'alterior': 64540, 'acquittal': 37101, 'lusty': 17923, 'satellite': 9526, 'mistiness': 64542, 'matriach': 64543, 'theodore': 8484, 'lusts': 19877, 'social': 1028, 'deflect': 31994, 'suburb': 14533, 'moko': 64544, 'portal': 18860, "seidl's": 50901, 'lebrun': 22408, 'insisted': 9961, 'walentin': 36824, 'imaginatively': 16360, 'huuuge': 64545, 'gabble': 64546, 'savings': 17102, 'beacham': 64547, 'incapable': 6480, 'deploys': 64548, 'alabama': 19878, 'jook': 64549, 'joon': 44675, 'demonous': 64550, 'bugger': 26075, 'appease': 15098, "'missing": 64551, 'bedknobs': 15099, 'newcastle': 31995, "sabretooth's": 64552, 'bugged': 21059, 'homeboy': 64553, 'strenuously': 64554, 'cameroonian': 36825, "office'": 26076, 'tolerably': 36826, 'teenaged': 17924, 'vid': 50707, 'meanly': 64556, 'trashes': 19879, 'thick': 3800, "'independent": 44676, 'bloodbath': 8151, 'trina': 28664, 'teenager': 2340, "speakman's": 64558, 'kels': 36827, 'trini': 22409, 'tolerable': 6833, 'trashed': 10882, 'mountian': 64559, 'hermitage': 64560, 'vin': 27351, 'spanned': 31996, 'upturn': 55430, 'arduíno': 64562, 'afficinados': 64563, 'say\x85': 44678, 'afore': 17925, 'spanner': 44679, 'clearheaded': 59926, 'msf2000': 64564, 'appearing': 3253, 'yoshimura': 36056, 'vamping': 64565, 'huns': 18861, 'zoom': 8969, 'zoos': 64566, 'hunk': 9672, 'officer': 1906, 'hunh': 44680, 'dollmaker': 55450, "tristesse'": 41959, 'loathsome': 13283, 'whomever': 11143, 'mahnaz': 64568, "lamp'": 64569, 'superlative': 10400, 'petting': 44682, 'disfigurement': 28665, "'munchies'": 44683, 'proudly': 8970, "horse's": 26576, 'jennifer': 2097, 'prochnow': 18862, 'malaysia': 44684, 'tourneur': 16361, "horror'": 27185, 'darkens': 31997, 'totaly': 44685, "harm's": 26077, 'companions': 9729, 'totals': 64570, 'totall': 64571, 'ditty': 31503, 'ucsd': 64573, 'intolerant': 26078, 'sachetti': 64574, 'henleys': 75040, 'lampe': 36829, 'idolizes': 27900, "f14's": 44686, 'xander': 28666, 'disappeared': 4329, 'cornily': 64576, "'dream": 44687, 'lamps': 35335, 'saleable': 64577, 'dalmatian': 36830, 'campesinos': 36831, 'plug': 7980, 'razzle': 28667, 'plum': 19881, 'sirtis': 26079, 'glissando': 64579, 'plus': 932, 'jew': 9149, 'amenabar': 29111, 'greist': 44688, "'macbeth'": 44689, 'objectives': 22410, 'trafficker': 36832, 'robitussen': 64580, 'counterbalance': 38108, "'passport": 64582, "nicolai's": 36833, 'cauldron': 24004, 'credited': 5328, 'trafficked': 44690, 'bogmeister': 64583, 'oghris': 64584, 'existed': 3846, 'minted': 44691, "ming's": 64585, 'buffoons': 22411, 'outbreaks': 64586, 'sneezing': 31999, 'personage': 32000, 'gallery': 7233, 'katchuck': 64587, 'whistlestop': 64588, 'crews': 17926, "'art'": 26080, 'mabye': 64589, 'metabolism': 44693, 'questionable': 4609, 'trivializes': 44694, 'cellphone': 20113, 'epsilon': 64591, 'kellaway': 32001, 'jiménez': 36835, "elves'": 36836, 'buckingham': 44695, 'satisfactorily': 19882, 'trivialized': 36837, 'questionably': 32002, 'raymie': 64592, 'dollying': 64593, 'quimnn': 64594, 'rhee': 64595, "creeper's": 84396, 'pagliai': 64596, 'paging': 36839, 'overmuch': 72396, "outbreak'": 64597, 'agless': 64598, 'hams': 10884, 'forearm': 26081, 'peruvian': 12360, 'praiseworthiness': 64599, 'advancements': 28668, 'hama': 64600, "cabbie's": 55674, 'hamm': 28669, 'poelvoorde': 32003, 'margareta': 64601, 'margarete': 28670, 'unbalances': 64602, 'punster': 64603, 'm4tv': 44697, 'pile\x85': 72397, 'cleric': 64605, 'cootie': 64606, 'superposition': 64607, 'dumbdown': 64608, 'miscellaneous': 44698, 'covell': 64609, 'blokes': 21061, 'nods': 10636, 'discharge': 32004, "giancarlo's": 64610, 'inertly': 54040, 'navel': 23576, 'yacht': 10885, 'westworld': 44699, 'whalberg': 64612, 'bambi': 18863, 'julietta': 64614, 'bamba': 64615, 'azaria': 10170, 'regulars': 11144, 'lls': 64616, 'focus': 1149, "yami's": 44700, 'antimatter': 64617, 'leads': 829, 'balthasar': 64618, "composers'": 36841, "skelton's": 64619, 'fraggles': 44701, 'empathize': 9527, 'trekkish': 64620, 'vaughns': 64621, "witness'": 64622, 'redheads': 64623, '428': 64624, "rom's": 64625, 'squirlyem': 64626, 'scheie': 64627, 'icy': 8637, 'hamlets': 44702, 'environment': 2773, 'quasi': 7298, 'discovering': 5366, 'eichhorn': 64629, 'coos': 44703, 'dukey': 50523, 'underpar': 64630, "lead'": 64631, 'coot': 22412, 'mutiracial': 64632, 'spools': 44704, 'ibrahim': 41997, 'austrailan': 64633, 'sours': 64634, 'mariscal': 32005, 'oversimplifying': 55839, '420': 64635, 'cook': 3104, "'incident'": 64636, 'little': 114, 'cool': 643, 'brinegar': 44706, 'uncynical': 64637, 'riemann': 18864, '425': 64638, 'ttono': 43981, "'eeriness'": 64639, 'hawaii': 8971, 'mopsy': 32006, 'qdlm': 64640, 'enos': 25488, 'icu': 64642, 'espanol': 64643, 'enoy': 64644, 'rehashed': 18865, 'malt': 44708, 'farrel': 26606, "'nazis'": 64646, 'drier': 44709, "charteris'": 64647, "sloane's": 44710, 'obsolete': 12050, 'cyber': 14059, 'dried': 13158, 'pedo': 64649, "'feeling'": 44711, 'gaita': 64650, 'victimization': 36844, 'deluded': 14060, 'jambalaya': 44712, 'bannacheck': 64651, 'dresch': 64652, 'colossally': 64653, "'enemy'": 64654, 'homeworld': 44713, 'deludes': 64655, '¨scandal': 64656, 'prescriptions': 44714, 'slackers': 12051, 'overexposure': 32007, 'leguizamo': 16362, "'kojak'": 64657, 'philosophising': 64658, 'olathe': 64659, 'metaller': 64660, 'jorg': 36845, 'supercilious': 34240, 'standout': 6213, 'shove': 14061, 'healthy': 6061, 'ravaging': 64661, 'ittenbach': 29284, "sat's": 64662, 'rearise': 52620, 'maximising': 44717, 'denunciation': 35413, 'prude': 16363, "d'angelo": 13159, 'jory': 26083, 'emerge': 6047, "pot's": 64663, 'nitrous': 35064, 'humour': 1282, 'inducing': 4949, "eshkeri's": 55984, 'pressly': 36846, 'hollywoodland': 32008, 'swern': 64666, "unionist's": 64667, "beowulf's": 32009, "travis's": 64668, 'popstar': 36847, 'vamps': 32010, 'russell': 2606, "greenscreen's": 64669, 'brighter': 12632, 'slotnick': 44718, 'hisses': 31023, 'cory': 28671, 'isabel\x97who': 59940, 'stearns': 62070, 'negroes': 64671, 'russels': 32011, 'schulman': 78227, 'reorder': 64672, 'lawns': 36849, 'futurescape': 64673, 'heinously': 44720, "ngoyen's": 64674, "hardboiled'": 64675, 'census': 59943, 'spiers': 26084, "deputy's": 36851, "cam't": 64676, 'orginality': 64677, "filmmakers'": 17551, 'smarminess': 64679, "'shrooms": 64680, "lucy's": 21062, 'judi': 12052, 'judo': 28672, 'montplaisir': 64681, 'adulation': 28673, 'obliquely': 84405, 'lmotp': 36852, 'jude': 7400, 'judd': 6294, "dj's": 48882, "shore's": 64684, 'samourai': 64685, 'mortality': 15004, 'roundtable': 56064, 'geeky': 9963, 'channel101': 64686, 'kya': 64688, 'kyd': 28674, 'millionaires': 22413, 'geriatric': 19883, 'furtado': 78231, 'flockofducks': 64689, '500000': 56084, 'intelligible': 36853, 'qualifiers': 44723, 'painkillers': 64690, 'payaso': 64691, 'instinctivly': 64692, "darren's": 32013, 'undocumented': 64693, 'etches': 64694, 'hoffer': 64695, 'weatherworn': 64696, 'dekhne': 36854, "francen's": 64697, "stopkewich's": 64698, 'cardinal': 14062, 'briget': 44724, 'lembach': 21063, 'everpresent': 64699, 'condemn': 13563, 'begs': 7122, 'etched': 16364, "meaney's": 64700, 'professing': 27587, 'crasher': 64701, 'fascist': 6727, 'popistasu': 36855, 'uli': 26307, 'schlockmeister': 35444, 'exhibitionism': 64702, 'fascism': 10637, 'depriving': 44725, 'exhibitionist': 32014, "amicus'": 44726, 'frider': 64703, 'overscaled': 64704, 'unidiomatic': 64705, 'muggy': 64706, 'liquid': 13160, 'mayweather': 32015, 'drumsticks': 64707, "godfather's": 42089, 'manana': 64708, 'hilltop': 64709, "'nomads'": 64710, 'frankenheimer': 19885, 'grifting': 64711, "'three's": 44727, 'slinking': 32016, 'furnishes': 64712, 'paternalism': 64713, 'rampling': 18866, 'mestizos': 44728, 'ronde': 36856, 'supplemented': 36857, 'ronda': 17104, "dollars'": 44729, 'rondo': 32017, 'joysticks': 64714, 'menschkeit': 44730, 'rhyes': 64715, 'tangos': 44731, 'chihuahuawoman': 64716, 'sooni': 64717, 'soong': 64718, 'sexuals': 64719, "culp's": 37891, 'lonely': 2607, 'underneath': 5248, "donna's": 17105, 'nakatomi': 64720, 'cowering': 24005, 'saban': 24006, "superhero's": 64721, 'lustful': 16365, "zola's": 64722, "n'roll": 44732, "tango'": 64723, 'name': 400, 'portman\x85if': 64725, 'altmanesque': 42120, 'sensibilities': 8339, 'laborers': 33515, 'synchronize': 36858, 'biograph': 19886, 'bullion': 36859, "lapel's": 64728, 'remaster': 41636, "hodder's": 64729, "'what's": 27209, "mustn't": 24007, 'schroder': 36860, 'loonatics': 32751, 'milquetoast': 20050, 'populated': 6834, 'hiccups': 32020, 'thuggish': 28675, 'mospeada': 44733, 'electorate': 64730, 'inopportune': 28676, "'renaissance'": 36861, 'godzillasaurus': 64731, 'obsession': 2967, 'distended': 44734, 'klimovsky': 44735, 'bittersweetly': 64732, 'jeunet': 23787, "'artsy'": 44736, 'dredd': 64733, 'miyazaki': 7299, 'parallax': 32021, '1hour': 44737, 'psychos': 15711, "massey's": 21064, "auteur's": 36862, 'trilogies': 26086, "problem's": 44738, "'wounded'": 64735, 'ferrot': 26087, 'motormouth': 64736, 'catylast': 64737, '\uf0b7': 24008, 'liddy': 44740, 'eeks': 44741, 'sheiner': 35481, 'embryonic': 64738, 'amma': 44742, 'dançar': 64739, 'butterflies': 16366, 'swine': 16367, "'conquerors'": 64740, 'ratbatspidercrab': 64741, 'childhood': 1545, 'ammo': 17927, 'shockingest': 64743, "cop'": 36863, 'revenue': 22414, 'foxley': 78248, 'transgressively': 64745, 'unattractiveness': 36864, "'breakin'": 64746, 'array': 7511, "'sneak": 64747, 'jackhammered': 64748, "till's": 64749, 'peddler': 22415, "elicot's": 44743, 'seibert': 64750, 'postlewaite': 64751, 'flutter': 44744, 'bahamas': 64752, 'terrifying': 3237, 'peddled': 44745, 'headmasters': 64753, 'unreachable': 44746, 'seduced': 10401, 'chiklis': 36865, 'cope': 5584, 'digicorps': 44747, 'cops': 1785, 'seducer': 32023, 'seduces': 14063, 'don¡¦t': 44748, "'breaking": 44749, 'immigrant': 6938, 'subbed': 64754, 'specify': 32024, 'schooler': 17928, "mcgrath's": 44750, 'unfortunately': 469, "latke's": 64755, 'oats': 64756, 'mayron': 64757, 'heroistic': 64758, "'spoorloos'": 33516, 'weoponry': 64759, 'schooled': 36867, 'simpleminded': 36868, 'outcome': 3743, 'oath': 21065, 'michell': 15102, 'rene': 11700, "contestant's": 44751, 'reni': 64760, 'michele': 16368, 'everingham': 64761, 'reno': 8829, 'renn': 44752, 'medium': 3446, 'renu': 64762, 'rent': 848, 'marathon': 9334, 'fuckwood': 64763, 'homerun': 44753, 'touchings': 64764, 'ideas': 1005, 'ideal': 4220, 'pânico': 64765, 'fracture': 32025, 'nazareth': 44754, 'hunchul': 66154, 'blunt': 4567, 'urge': 4235, 'hooves': 32027, 'hoover': 9413, 'pardesi': 64767, 'kibbutz': 10638, "kusminsky's": 44755, 'urgh': 44756, 'tarrentino': 28678, 'ciff': 64768, 'stormed': 28679, 'unobservant': 36869, 'bubblingly': 64769, "strain'": 64770, 'rigeur': 64771, 'steinmann': 44757, 'tumbleweeds': 44758, 'patil': 22416, 'atenborough': 36870, 'glutton': 32028, 'inappreciable': 64772, 'humilation': 64773, 'sculpted': 36871, 'nlp': 64774, 'permeable': 64775, 'moldavia': 64776, 'convoy': 36872, 'seryozha': 81088, 'hustled': 44759, 'sweid': 24010, 'brubaker': 64778, "janeway's": 64779, "'you've": 32029, 'hustler': 8972, 'hustles': 32030, "kirby'll": 64780, 'landis': 14535, 'axl': 64781, "limit'": 64782, "daw's": 64783, 'marneau': 44760, 'transfusions': 36873, 'hanley': 64784, "army'": 32031, 'uncles': 17929, 'masak': 44761, "'requiem": 64785, "'spoiled": 64786, 'thatcherites': 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18867, 'pox': 36879, 'brightly': 12892, 'pov': 11145, 'armchair': 32033, 'pot': 4357, 'cosmatos': 36880, 'por': 36881, 'dutt': 35561, 'asbury': 64812, '60': 3290, 'poo': 9285, 'pol': 28005, '63': 22420, '64': 9964, '65': 11405, 'iterations': 44767, '67': 22421, '68': 17106, '69': 22422, 'pod': 11761, 'poe': 6295, 'tropes': 21067, 'poa': 64814, 'scalese': 44768, 'teammate': 28681, 'jusassic': 64815, '2hours': 44769, 'chomet': 26089, "50'": 64816, 'eitel': 64817, 'rhinestones': 64818, 'bequeathed': 44770, 'glossier': 38113, 'kishikawa': 72254, 'yeasty': 64820, 'confessions': 12053, '502': 64821, '500': 8340, 'engine': 7512, 'verica': 64822, 'groins': 44772, 'blessing': 10025, "hays'": 64823, "oke's": 56821, 'eatery': 36882, "frost's": 64824, 'minister': 5809, 'standup': 12295, "po'": 44774, 'careful': 4687, 'margulies': 36883, 'dribble': 14064, 'sniff': 15838, '50k': 64827, 'mount': 12361, '50c': 64828, 'premature': 15714, 'freakery': 64829, 'aphoristic': 64830, 'mound': 28683, '50s': 4864, 'bullitt': 44775, 'vest': 28684, "person'": 26090, 'coupled': 5871, 'candies': 36884, 'emeraldas': 53134, 'contrive': 44776, 'ellison': 28685, "'legitimate'": 64832, 'uckridge': 64833, 'ramallo': 30230, 'khufu': 64834, 'decisively': 44778, 'sedating': 64835, "shark's": 44779, "brancovis'": 64836, 'projector': 15103, "'care": 64837, 'dithering': 28686, 'isaaks': 64838, "sollett's": 36885, 'bermuda': 36886, 'ocurred': 64839, "beringer's": 64840, 'kindling': 64841, 'persona': 3567, 'saldy': 64842, 'downloads': 44780, 'personl': 64843, 'persons': 4771, 'decently': 12729, 'opulently': 57566, 'unqualified': 36887, 'stratton': 12123, 'nl': 36888, 'illicitly': 64845, 'cartoon': 1069, 'togetherness': 32034, 'omelette': 36889, "reno's": 38017, 'pennsylvania': 21068, 'ranch': 7030, 'synthesiser': 36890, 'oodishon': 64846, 'dehli': 64847, 'streptomycin': 64848, 'ayutthaya': 44782, 'nc': 10735, 'brisbane': 28687, 'nd': 33519, 'actress': 521, 'ne': 15347, 'risking': 17107, 'mihaela': 64852, 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37066, 'doiiing': 64873, 'reçue': 64874, '\x85though': 64875, 'wheedling': 64876, 'lasergun': 64877, 'kleenex': 16374, 'journeyman': 36894, 'particullary': 64878, 'juvenille': 41451, 'fragmentaric': 64880, "fanning's": 64881, 'reinas': 64882, 'cornucopia': 36896, "jasmine's": 64883, 'choirs': 36897, 'lorain': 64884, 'tractacus': 64885, 'informing': 18868, 'creepers': 22424, 'stand': 756, "dahmer'": 44786, "superheroes'": 64887, 'stank': 19887, 'execs': 13564, 'darnit': 64888, 'balsamic': 64889, 'ladies': 1911, 'thanked': 16905, 'gard': 44788, 'dismissively': 64891, 'garb': 17108, "'pounds'": 64892, 'dishevelled': 64893, "instant's": 64894, 'accounts': 6563, 'glommed': 64895, 'dustbins': 64896, 'gary': 1995, "duchess's": 44789, 'garp': 36843, 'harlotry': 64898, 'eratic': 57184, "alley's": 36898, 'immense': 6631, 'tantric': 64901, "rosenliski's": 64902, "torrance's": 28689, 'nicktoons': 44790, 'bogroll': 64903, "'christian'": 64904, 'critters': 16376, 'vulcans': 26095, 'fawlty': 19888, 'amongst': 2920, 'bogdonavich': 36899, "adder'": 64905, 'revues': 64906, 'vipco': 36900, "galico's": 64907, 'sanitorium': 36901, 'ufos': 26096, 'amalric': 44791, 'enright': 44792, 'alisande': 44793, 'marishcka': 64908, 'djinn': 32037, 'ineffectually': 44794, 'chuckleheads': 58667, "'daniel": 55668, 'his': 24, 'shoulders': 5199, 'carlottai': 64911, 'smokescreen': 44795, "words'": 44796, 'encompass': 28691, 'moria': 44797, 'bishop': 9335, "citizen's": 44798, 'samedi': 32038, 'hasnt': 64912, 'heather': 8485, 'discerned': 44799, 'narrowing': 44800, "aryana's": 64913, 'heathen': 36903, 'fräulein': 21070, 'sully': 36904, 'walbrook': 44801, 'carasso': 44802, 'unbend': 64914, 'rintaro': 44803, 'shotgunning': 64915, 'concoctions': 64916, 'recognise': 10172, 'boringlane': 64917, 'unanswerable': 44804, 'enlightening': 12853, 'internalizes': 64918, "housewives'": 33224, 'masterton': 64920, 'unmitigated': 20794, 'trattoria': 64921, 'barcelona': 18869, 'disagreeing': 32039, "hasn'": 64922, 'internalized': 26097, 'devagan': 64923, 'jaregard': 78273, 'tannen': 57362, 'tanned': 44805, "hallan's": 64925, 'all': 29, 'sicilian': 21071, 'quizzical': 64926, 'larue': 44806, 'ali': 8341, 'alf': 44807, 'cucacha': 64927, 'ale': 44808, 'pta': 64928, 'swng': 64929, 'cutish': 64930, "troupe'": 83031, 'apes»': 64932, 'alt': 19889, 'duos': 36905, 'pts': 64933, 'als': 36906, 'alp': 64934, 'hmmm': 7300, 'wanton': 26098, 'schiff': 33030, 'beaters': 64935, 'hetero': 32041, 'thursday': 17932, 'wodehouse': 13162, "'auf": 64936, 'unsatisfying': 6661, 'dutchess': 64937, 'smacking': 18423, 'zorich': 64938, 'educative': 64939, 'facetious': 44810, 'chicle': 64940, 'awful': 370, 'brooklyners': 64941, 'sentimental': 3175, 'nitpickers': 64942, 'proscribed': 44811, 'deewana': 36907, 'unplugs': 64943, "goodwin's": 64944, "kundry's": 36908, "'spacecamp'": 64945, 'programme': 7981, 'immanent': 64946, 'medem': 50732, 'payed': 12054, 'reins': 24015, 'defibulator': 64948, 'bopper': 26099, 'reine': 36909, 'gobsmacked': 44812, 'tastic': 28692, 'smeagol': 64949, 'dsds': 50637, 'crust': 16377, 'crush': 4263, 'faltered': 64951, 'paymer': 32561, 'instilling': 44813, 'cruse': 64952, 'multitude': 12731, 'asiatic': 64953, 'condensed': 12732, 'garr': 26100, 'tags': 19890, 'scenes\x97the': 64954, 'unwaveringly': 62548, 'hungover': 36910, 'maría': 32042, 'raked': 64956, 'behaviour': 5421, 'tage': 64957, 'condenses': 64959, 'berkeley': 7220, 'wachs': 64960, 'rakes': 36911, 'norden': 64961, 'personable': 17933, "glickenhaus'": 36912, "coated'": 79309, 'whishaw': 36913, 'piquant': 57570, 'alterio': 44815, '1847': 36914, '1846': 36915, '1844': 64962, 'toothbrushes': 39587, 'schtick': 10402, 'colorous': 64963, 'agustin': 44816, 'bayridge': 64964, "sumpin'": 64965, 'rks': 26101, 'kaboud': 64966, 'helsing': 14574, 'yokai': 6382, 'propashchiy': 44818, 'contemplating': 10855, 'cooed': 64968, 'rko': 9163, "gladiator's": 64969, 'examiner': 25369, 'brandy': 22918, 'blander': 36917, 'jurors': 44819, "nco's": 64970, 'seaward': 64971, 'waacky': 64972, 'flowered': 36065, 'tought': 32043, 'frats': 64974, 'toughs': 32044, 'minot': 28694, 'schwartzman': 17934, 'ajeeb': 36918, 'markets': 25611, 'tramonti': 64975, 'chillout': 64976, 'overprinting': 87473, 'crumley': 64977, 'reared': 28695, 'basically': 688, 'hollywoodize': 64978, 'nitpicking': 21072, 'chaplain': 36919, 'saharan': 42549, '“golden': 44820, "tough'": 64979, 'stationmaster': 64980, 'salvador': 32046, 'sleeveless': 32047, 'ooooohhhh': 44821, 'acerbity': 64981, 'acquaints': 64982, 'schoiol': 64983, "rehman's": 64984, 'v': 1961, 'unfairness': 64985, "boat's": 64986, 'britishness': 36920, 'sympathisers': 64987, 'hearted': 2284, 'skinemax': 34244, 'meandered': 44822, "'chick": 28098, 'influencee': 57727, 'influenced': 4058, "'utter": 64990, 'court': 2616, 'goal': 3356, 'daisensô': 64992, 'bandini': 32048, 'satanist': 26102, 'preliterate': 52740, 'goad': 44824, 'johannesburg': 36921, 'oyl': 28696, 'influences': 8212, "serbedzija's": 44825, 'bawdy': 17935, 'goat': 7615, 'barnum': 36922, 'anecdote': 19892, "funny'": 28697, 'posidon': 64993, "iñárritu's": 35729, 'softball': 32050, 'merman': 32051, 'profited': 38146, "influence'": 64995, 'redgrave': 9164, "deviants'": 64996, 'rationalize': 21073, 'prefers': 8797, 'mockable': 64997, 'stasi': 28698, 'adelade': 64998, 'shade': 11406, "flicka'": 64999, 'carmelo': 65000, 'sidewinder': 50734, 'campiest': 65002, 'unedifying': 65003, 'essence': 3317, "'jump": 65004, 'refractive': 65005, 'begly': 65006, 'talmadge': 44827, 'outraged': 12733, 'reconnect': 28699, 'mantagna': 65007, 'inquiries': 44828, "lafitte's": 44829, 'disagreed': 24016, 'pras': 65008, 'vulgate': 65009, 'prat': 65010, 'pray': 6383, 'lipped': 24017, 'quartiers': 65011, 'soles': 9973, 'parts': 528, 'disagrees': 28113, 'lipper': 44830, 'psychotherapists': 81315, 'thoroughbred': 65012, 'contender': 13565, 'sucking': 7982, 'bojangles': 36923, 'eulogy': 21074, 'imitators': 21122, 'klugman': 22695, 'casio': 22425, 'expounds': 32053, "'pre": 36924, 'hairdryer': 65014, "'pro": 32054, 'gannon': 9336, "mclaughlin's": 65015, 'mulit': 65016, "james'": 21075, "jikô'": 44831, 'sugiyama': 18872, 'marmorstein': 47898, 'starchaser': 65017, 'friendship': 1859, "'rudy'": 65018, 'franzisca': 65020, 'nicotine': 32055, 'rating': 672, "bjork's": 36925, 'alraira': 65021, 'inflates': 65022, 'leyte': 42627, '¨calling': 65023, 'ouvre': 84460, "'cookie": 65025, 'yoshida': 28700, 'expect': 532, "tale's": 44832, 'subtility': 65026, 'stelvio': 44833, 'pleasantvil': 65027, 'defininitive': 65028, 'reverent': 44834, 'gangland': 22426, "'ogre'": 65029, 'prolly': 28701, 'wondered': 3547, 'poachers': 44835, 'convicting': 44836, 'clandestine': 21076, 'regehr': 36926, 'induces': 24020, 'reverend': 11146, 'shipment': 18873, 'induced': 9165, 'ledoyen': 44837, 'foible': 65030, 'hott': 44838, 'nymphomania': 36927, 'loused': 44839, 'muscals': 65033, 'chemists': 65034, 'bushes': 16378, "'plot": 65035, 'execration': 65036, 'auditoriums': 44840, 'cheeni': 32057, 'progressives': 65037, 'wrrrooonnnnggg': 58016, "klein's": 65039, 'colouring': 36928, 'feed': 4772, 'bhag': 65040, "'sweet": 44842, 'bodysurfing': 68782, 'fourthly': 65041, 'feeb': 44843, 'feel': 232, 'franciscus': 28702, 'diller': 28703, 'otakus': 32058, 'bhai': 24021, 'feet': 2191, 'bhat': 65042, 'colombia': 18874, 'fees': 29503, 'soaps': 13163, 'grimm': 17936, 'farman': 65043, 'gourmet': 65044, '‘feud’': 78288, "gerry's": 44845, 'hangs': 5942, 'hotd': 32059, 'steals': 2373, 'grimy': 14538, 'destruction': 3260, 'grims': 65047, 'mobiles': 65048, 'mikael': 36930, 'frollo': 24022, "wisbech's": 65049, 'montaged': 71537, "'prefer": 65050, 'hotel': 1452, 'blondie': 26103, 'optical': 19894, 'megalomanic': 65052, 'megalomania': 36931, "'christiany'": 65053, "l'emploi": 44846, 'treasures': 15717, 'lavishing': 43282, 'riske': 65054, "grim'": 65055, 'aims': 9965, 'riski': 44847, 'outrageous': 3596, "benet's": 65056, 'insulted': 9731, "burial'": 65057, 'aime': 65058, 'inventiveness': 15106, "ricky's": 40160, "housemann's": 65061, 'electricuted': 44848, "leaud's": 44849, "'grey": 65062, 'metropolises': 65063, "'grew": 65064, 'suspicious': 4732, 'yehweh': 65065, 'cognizant': 44850, "goto's": 59996, "blackmore's": 65066, 'girardot': 22428, 'nights': 3524, 'part1': 36121, 'unprocessed': 65068, 'nighty': 65069, 'perfectionistic': 44851, 'freshener': 65070, 'maysles': 19895, 'freshened': 86588, 'crinkliness': 64687, 'coterie': 44852, 'intervened': 32060, "user's": 28704, 'banshees': 65072, 'drowns': 13651, 'eruption': 32061, 'cigarette': 6917, 'roxbury': 29405, 'prestige': 18875, 'transcending': 44854, 'constitution': 14534, "'beast": 44855, 'numberless': 65074, 'depressingly': 15718, "carrell's": 44856, "night'": 19897, 'notch': 2498, 'rte': 44857, 'rtd': 65075, 'intertextuality': 65076, 'vinnie': 10639, "'based'": 65077, 'cda': 83914, 'mimes': 19898, 'journeys': 14066, 'austrians': 31315, 'cdn': 65078, 'juliana': 28705, 'juliane': 65079, 'cds': 17937, 'dornwinkle': 28706, "hagerthy's": 65080, 'stubble': 65081, 'cruelness': 47081, 'tabloidesque': 65083, 'pully': 65084, 'rublev': 38181, 'kefauver': 65085, 'unsuited': 28707, "modine's": 36933, 'wallece': 65086, 'sofia': 10803, 'publicity': 5810, "rhimes'": 65087, 'compiled': 18876, 'lehmann': 44859, "myst's": 58306, 'vulgarism': 44860, "journey'": 26104, 'fastest': 18877, "chaplain's": 65088, 'proust': 24023, 'knowledgement': 65089, 'compiler': 65090, 'typos': 65091, 'continuum': 22194, "drivers'": 65092, 'retaliates': 36934, 'timeless': 3676, "'dig": 36935, "'did": 65093, "'die": 27687, 'submariners': 32062, 'amrohi': 24718, 'wheeling': 26105, 'retaliated': 44862, 'repulsed': 17110, 'baller': 65096, 'carrillo': 32063, 'actress\x85': 65097, 'declines': 21078, 'esmeralda': 36936, 'kylie': 19164, 'stuttured': 65099, 'angelina': 7401, 'declined': 14067, 'annihilation': 37113, 'oyelowo': 65101, 'parchment': 65102, 'lonnrot': 32064, 'numerous': 1939, "'hamlet": 65104, "'l'arrivée": 65105, 'outloud': 65106, 'outfit': 4264, 'desegregates': 65107, 'astrogators': 65108, "nightly's": 65109, 'annis': 26106, 'makinen': 62144, 'prescription': 44863, 'hesitant': 12364, "donnison's": 26107, "'once": 32065, 'emmannuelle': 65110, 'zugsmith': 72464, 'interrogate': 28708, "bancroft's": 37176, 'annie': 3822, 'annik': 24024, 'cynic': 12734, "oj's": 44864, 'gussied': 65111, "bullock's": 32066, "'delivery'": 65112, "antwone's": 19899, 'dispensationalism': 65113, 'sakal': 65114, 'marveling': 44865, 'asda': 65115, 'trce': 28709, 'crispy': 65116, 'bataan': 36937, 'landowners': 65117, 'bertrand': 25660, 'scented': 58493, 'javo': 44868, 'auto': 7092, 'cbbc': 65119, 'theotocopulos': 65120, 'golmaal': 44869, "mortensen's": 36938, 'manhunt': 22429, 'skyward': 32067, 'refered': 65121, 'favelas': 65122, 'yossi': 21079, 'kilograms': 65123, 'firefighters': 12365, 'transferring': 18878, 'cinematek': 65124, "i'd've": 65125, 'annakin': 22430, 'plants': 9166, 'supermen': 36939, 'advocating': 32068, 'betsabé': 65126, "micheaux's": 65127, 'georgie': 28710, 'recogniton': 65128, 'georgio': 28711, 'evaluated': 26109, 'mythologies': 36940, 'barricade': 18879, 'plante': 65129, 'respectability': 20977, 'evaluates': 65130, "demon's": 32069, 'strapless': 65131, '1610': 59830, 'misfiring': 36941, "program's": 32070, 'impersonate': 15719, "holiday'": 44871, 'reprogram': 65132, 'whitehead': 44872, 'ermann': 65133, 'waterside': 65134, 'pseudoscience': 29745, 'inneundo': 65136, 'assuaged': 65137, 'stimulated': 24025, 'viola': 21080, "korine's": 65138, 'descended': 15961, 'disenchanted': 26110, 'heahthrow': 65139, "'butcher": 44873, 'painless': 36942, 'huston': 6835, 'holidays': 9732, 'súch': 65140, 'abounded': 65141, 'couldve': 65142, 'doers': 22431, "lumière'": 65143, 'abnormality': 65144, 'raunch': 38232, 'parveen': 65145, 'cheek': 3847, 'cheen': 65146, 'cheep': 36943, 'cheer': 5872, 'störtebeker': 65147, 'doggies': 44874, 'cheez': 65148, "finale's": 65149, 'stating': 7123, 'throwaway': 9733, 'breastfeeding': 65150, "hatcher's": 44875, 'scrupulous': 36944, 'bottoms': 18084, 'turkic': 65151, 'perico': 65152, 'profitable': 21081, "falk's": 15720, "suv's": 65153, 'observant': 16617, 'contractor': 15721, 'governmental': 26111, 'ordinariness': 32071, 'energized': 44876, 'impairs': 65155, 'reinstate': 65156, 'monstro': 65157, 'freefall': 32072, 'complaint': 3303, 'complains': 9966, 'shellen': 78304, 'lincoln': 3137, 'threes': 44878, '1050': 65160, 'warmth': 4827, 'crawford’s': 65161, "pinet's": 56645, 'morale': 12690, 'rotate': 36945, 'dunnno': 65163, 'rigoberta': 65164, 'candice': 15107, 'unendurable': 24026, 'sprinklers': 65165, 'jullian': 65166, 'eireann': 44880, 'incriminate': 44881, 'iveness': 65167, 'wonderland': 6662, 'alphonse': 27542, 'perseverence': 65169, 'chaplinesque': 44882, 'deille': 65170, 'roth': 4912, 'inexactitudes': 65171, 'neagle': 28713, 'simmers': 65172, 'seller': 11701, 'adoptive': 22432, "'errol": 65173, 'innovation': 11407, "britannia's": 65174, 'porridge': 44883, 'misreadings': 65175, 'squeel': 65176, 'kieth': 36946, 'conscripts': 36947, 'squeed': 65177, 'streetcar': 13876, "d'ailes": 44884, 'gracelessly': 65178, 'jamacian': 75314, 'suffocatingly': 44885, 'telegraphed': 10886, 'marshmallow': 64141, 'temple': 3720, 'substances': 18880, 'undertow': 32073, 'yetians': 44886, "mcdonald's": 19900, 'surfers': 9528, 'mythically': 44887, 'dialog': 804, 'fantasic': 65180, 'fantasia': 28714, 'wanna': 3027, 'gamma': 36948, 'tomboy': 15108, 'conserving': 65181, 'unbelivebly': 65182, 'blouses': 28715, 'mommy': 14068, 'drifter': 9821, 'momma': 21082, "nastassja's": 65184, 'gurgling': 36949, 'kireihana': 65185, 'madagascar': 24504, 'lansky': 52836, "al's": 16381, 'burchill': 65186, "askey's": 24027, 'swill': 19901, 'gough': 17111, 'chauncey': 65187, 'analyze': 8665, 'excorcist\x85': 65188, 'plunge': 19902, 'anticlimatic': 65189, "horler's": 65190, 'trainees': 28716, "sheets'": 36951, 'cloth': 8832, 'penguim': 65191, 'outpost': 24028, 'penguin': 8973, 'patriot': 11702, 'consist': 7031, 'delfont': 58975, 'characteristic': 7843, 'barring': 21083, 'misaki': 65192, "doestoevisky's": 65193, 'highlight': 2465, "ruth's": 21084, 'purcell': 44889, 'retirony': 65194, "manu's": 44890, 'rediculous': 28717, 'siobhan': 22434, 'imean': 65195, 'slyvester': 65196, 'graham': 5184, 'effervescence': 44891, 'nostradamus': 44892, 'unjustifiably': 65197, 'evils': 16382, 'peices': 83037, 'interisting': 65199, 'swath': 31410, 'possesor': 65200, 'shallower': 65201, 'unjustifiable': 65202, "'bollbuster'": 65203, 'garber': 21085, 'time\x97so': 65204, 'mustard': 21086, 'pujari': 44893, 'backbone': 10887, 'problems': 709, 'helping': 2757, 'insect': 12055, 'garbed': 44894, 'schmo': 36952, 'housekeepers': 65205, 'bloodthirstiness': 65206, 'unpatronising': 65207, 'rightful': 15109, "bogart's": 32075, 'janset': 59089, 'margins': 39619, 'sapping': 65208, 'wincibly': 65209, 'attaining': 32076, 'narrative': 1318, 'jansen': 17112, 'hardworker': 66226, "evil'": 26112, "1965's": 39150, 'hooky': 44896, "'bite'": 65211, 'edd': 44897, 'ede': 65212, 'hooks': 10640, 'edo': 32077, 'hopper': 4672, 'overwind': 65213, 'eds': 36953, "'magic": 65214, "messing's": 44898, 'edu': 59134, 'edy': 44899, 'navidad': 44900, 'venerated': 65216, 'gouden': 44901, 'stoppers': 65217, "stuff's": 61736, "crisis'": 44902, "guervara's": 66228, "'morpheus'": 65218, 'greebling': 65219, 'dramatically': 6728, 'surkin': 65220, 'ionizing': 65221, 'heartaches': 65222, 'orkly': 38193, 'patresi': 65224, 'asiaphile': 65225, "''ranma": 44903, 'roaches': 44904, 'scaramouche': 44905, 'posture': 21087, 'expert\x97jewelry': 65226, 'frisson': 32078, 'trivialize': 42398, 'tenderness': 10173, 'strouse': 65227, 'parochial': 50749, 'whatever\x85': 65229, "immortality'": 65230, 'abominably': 39921, "'fatty'": 65231, 'chillness': 65232, 'schnitz': 44906, 'søren': 35953, "minton's": 36954, 'abominable': 10060, 'reaching': 4468, 'outbreaking': 65235, "man's": 1598, 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'samaire': 32312, 'blackadders': 67319, "'feminine": 67320, 'riflescope': 67321, "o'horgan": 67322, "mingozzi's": 67323, "emancipator'": 67324, 'fence': 8737, 'hailing': 31541, 'throughly': 15147, "apollonius'": 67327, 'chesticles': 67328, 'boldness': 22509, 'pretentious': 1945, 'cattlemen': 45524, 'snippets': 9538, 'shadley': 67329, 'tussle': 28878, 'darkness': 2598, 'consumers': 16432, 'averagely': 32237, 'emotions': 1435, 'gabbar': 18921, 'onna': 37284, 'conjunctivitis': 67331, 'carjacking': 45525, 'leatherfaces': 37285, 'overrule': 67332, 'memorizing': 37186, 'lemarit': 67333, 'litters': 67334, 'trunk': 11714, 'bayless': 67335, 'aramaic': 36117, 'cateress': 67337, 'partakes': 45526, 'drawers': 28879, "'connect'": 67338, "'mastershot": 67339, 'beatle': 19950, 'tralala': 45527, 'uniquely': 9975, 'archie': 10534, "'hypnotic'": 67340, 'panamanian': 37287, 'wesleyan': 67341, 'in\x85': 69389, 'gazzo': 67342, 'lagos': 67343, 'malapropisms': 45528, 'dispersement': 67344, 'randall': 7655, 'globes': 21153, 'huit': 37981, 'teach': 3333, 'colonised': 39200, 'flaws': 1505, "savalas's": 67347, 'iraqi': 17157, "reed's": 17979, 'mirna': 67348, 'sulfate\x85': 67349, 'pixar': 6565, 'artsieness': 67350, 'fredo': 67351, 'fredi': 45529, "'wowsers": 66570, "'dark'": 45530, '261k': 67352, 'georgeann': 67353, 'serafinowicz': 67354, 'coalition': 28880, 'awe': 4296, 'entrapment': 28881, "'fight": 46359, 'depleting': 67357, 'cathryn': 24118, 'journos': 67358, "'peurile'": 67359, "gardenia's": 67360, 'cullum': 46857, 'transcend': 12068, 'actreesess': 67362, 'bffs': 37288, 'adviser': 13239, "gaiman's": 45532, 'cortese': 45533, 'nippy': 45534, 'boycott': 24119, 'eidos': 37289, 'spurist': 67365, 'climates': 38720, 'jealousy': 6578, 'jeanie': 16433, 'lousing': 67367, 'prussian': 67368, 'bjorlin': 26256, 'stayed': 2671, 'incisions': 71782, 'stayer': 67369, 'mccullum': 67370, 'wigs': 15757, "engrossed'": 67371, 'yasnaya': 67372, 'tried': 802, 'derived': 8347, 'sceptic': 37290, 'unsung': 17158, 'trier': 7407, 'derives': 17159, 'genuingly': 67373, 'a': 3, 'meuller': 67374, 'phsycotic': 67375, "miteita'": 67376, 'durians': 67377, 'deluge': 26257, 'keil': 67378, 'collums': 67379, 'gödel': 67380, 'agin': 33412, 'bashing': 6394, 'mil': 21154, 'keir': 32313, 'weepie': 45537, 'collinwood': 16417, 'grizzled': 13582, 'lothlorien': 67381, "'uncompromising'": 79040, 'annoyingly': 8981, "metzger's": 87258, "di's": 67383, 'noughts': 67384, 'committee': 11434, 'committed': 2531, 'cardiovascular': 67385, 'limelight': 15758, 'discloses': 18922, 'extense': 67386, 'brigands': 38023, 'reluctance': 19951, 'sakamoto': 22510, 'actually': 162, 'hillsides': 67388, 'disclosed': 18923, 'jeepster': 67389, 'lira': 45538, "'titter'": 67390, "colwell's": 67391, 'frankenscience': 67392, 'jutland': 67393, 'february': 14283, 'commanding': 7626, "ender's": 67394, 'sachar': 22511, "'earning'": 82963, 'lightens': 67396, 'goldstein': 45539, 'decimal': 32314, 'louese': 67397, 'urichfamily': 67398, 'sated': 32569, "sondra's": 37291, 'unquote': 45540, 'aubert': 67399, "jagger's": 45541, 'grocer': 58132, 'bland': 1901, 'backbiting': 37292, "enemy's": 28882, 'squishy': 67400, 'beyond': 721, 'sade': 15148, 'veneration': 67401, 'basements': 45542, 'sympathizes': 67402, 'sympathizer': 21155, 'meditating': 32315, "'episodes'": 45543, 'enviormentally': 67403, "cutter's": 67404, 'sustain': 8358, 'bedsit': 67405, 'sympathized': 24120, "d'enfants": 67406, 'lights': 2687, 'ponderous': 11161, 'nallavan': 67407, 'eppes': 28883, 'reverand': 32316, 'frenchfilm': 67408, 'matthews': 16435, 'coiffure': 67409, "snitch'd": 18415, 'diffused': 32317, 'kaiserkeller': 45544, "'rationalistic'": 60679, 'terrible': 391, "rgv's": 37293, 'bridegroom': 32318, 'terribly': 1902, 'expecting': 1014, 'businessmen': 15149, 'daisy': 7127, 'heartbeat': 17160, 'compliance': 30108, 'undergo': 14564, 'danzig': 32319, 'sacrifice': 3549, 'mish': 10904, 'maillard': 67412, 'sakaguchi': 67413, 'maccay': 72065, 'misa': 45545, 'doulittle': 67415, "sala's": 67416, 'eisenmann': 67417, 'mist': 12069, 'splattered': 16436, 'dayan': 84842, "fortinbras'": 67418, 'supremacists': 66581, 'interwoven': 13178, 'characther': 67419, "emotion's": 67420, 'broccoli': 67421, 'pinned': 12070, 'erothism': 67422, 'expand': 9247, 'nigeria': 29599, 'jarvis': 21156, 'bowed': 32320, 'arrondissement': 19046, 'bowel': 22513, 'hammy': 5595, 'alcantara': 67424, 'dateness': 67425, 'reawaken': 45547, "'ishq": 67426, 'seild': 67427, 'outgrown': 28884, 'monosyllables': 45548, 'inventing': 12387, 'missed': 1046, "batwoman's": 37295, 'grocery': 11716, 'heathcliff': 26258, 'acknowledgement': 21771, "'daft'": 67428, 'shallowest': 45549, 'scandinavian': 17161, 'breakups': 72146, 'intensities': 67429, 'hospitalised': 32321, 'dinah': 50866, 'comrad': 67432, 'alongside': 4645, 'bustiers': 67433, 'affirmative': 24122, "'bright": 72166, 'cabells': 67434, 'novac': 67435, 'daffy': 18924, '£200': 67436, 'lid': 24123, 'lie': 2863, 'mondje': 87822, 'jour': 21157, 'lia': 45550, 'lib': 24124, 'dalmations': 19952, 'sordie': 54457, 'lin': 8589, 'empowered': 28886, 'transference': 18925, 'oakies': 67437, 'sordid': 10416, 'lit': 3987, 'liu': 6733, 'liv': 12071, 'lip': 5481, 'useless': 3503, 'lis': 46996, 'wormed': 67438, 'extrapolating': 67439, "policemen's": 67440, "angel's": 21158, 'lettich': 67441, 'endearingly': 17162, 'stassard': 67442, 'promenade': 67443, 'sponsored': 15237, 'alpha': 10656, 'garderner': 67445, 'archery': 32323, 'jayne': 12072, 'reshipping': 67446, 'clear': 785, 'broadened': 67448, "guinness's": 32324, 'fritzsche': 67449, 'akst': 67450, 'clean': 2167, 'laroche': 24125, 'gainax': 26260, 'fosse': 45553, "'surviving": 72258, 'hypes': 37296, 'hyper': 6734, 'furlings': 67452, 'certo': 67453, 'sheik': 22514, 'alanis': 37297, 'hyped': 5530, 'cohens': 67454, 'star\x85and': 54462, 'blackface': 32325, 'stubbornness': 28887, 'sieldman': 67455, 'budakon': 72285, 'circle': 4243, 'darwin': 26261, 'bottacin': 67457, 'ensconced': 26262, 'repulsing': 45554, 'juke': 32326, 'joads': 67458, 'hotmail': 37299, '11001001': 67459, 'blatch': 72300, 'unprotected': 21159, 'punters': 45555, 'adabted': 67460, 'jerzee': 67461, 'grubby': 22555, 'international': 1963, 'interminable': 9976, 'nicolie': 67462, 'exhibiting': 18926, 'immerse': 15150, "parsons'": 26208, 'frickin': 67463, 'beatlemania': 67464, 'illustriousness': 67465, 'wellman': 47046, 'abolitionists': 45556, 'aaip': 67467, 'coffeehouse': 37668, "madeleine'": 67468, 'engletine': 67469, 'extermly': 67470, 'redefine': 26263, "'lesbian": 45558, 'teesri': 37302, 'prague': 14565, "'loaded'": 67471, "beethoven's": 32327, 'aestheically': 67472, 'untergang': 19953, "sadie's": 28889, 'slowish': 67473, 'gloster': 39203, 'mckay': 17163, "thirties'": 67475, 'familiarity': 10417, 'timeworn': 67476, 'checkmate': 67477, 'incompatibility': 67478, 'thx1138': 45559, 'intending': 13583, "'kermit": 67479, 'manilow': 67480, 'timidly': 45560, 'unstoppably': 45561, 'unstoppable': 10905, 'philanthropist': 28890, 'agniezska': 67481, 'dispenses': 26991, '2more': 67482, "'decency'": 67483, 'succubus': 19954, "meryl's": 37303, 'both': 196, 'mega': 8107, "'futurama'": 67484, 'widdle': 67485, 'gaunt': 18927, 'sensitive': 2725, 'lethally': 45562, 'megs': 16437, 'bots': 13584, "'upper": 67487, 'herendous': 67488, 'overexciting': 67489, 'headed': 2851, 'manners': 7128, 'befriending': 24126, 'header': 37304, 'headey': 32328, 'nacional': 67490, 'linus': 37305, 'apallingly': 67491, 'fictively': 67492, 'naps': 47084, 'muting': 45563, 'outstanding': 1336, 'bolger': 45564, 'geddes': 17164, 'coarse': 9773, 'mutiny': 15841, 'unvented': 67494, "diana's": 32244, 'territory': 3638, 'delights': 12754, 'cosmetics': 40225, 'imam': 67495, 'dialogue': 411, 'ruge': 29782, 'embezzlement': 28728, "'gotcha'": 67496, 'zariwala': 80679, 'imac': 67497, 'stagebound': 32245, 'determination': 7235, 'shehan': 72517, "'virgins'": 67498, "manner'": 67499, 'marijauna': 67500, 'kiyomasa': 67501, 'burstyn': 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'coup': 5767, "line's": 26594, 'winces': 47142, 'misato': 67524, 'confiscation': 67525, 'bassenger': 32337, 'planetoids': 67526, 'winced': 45575, 'roasted': 18928, "muni's": 47146, 'lilleheie': 67527, 'waxing': 22516, 'whispery': 67528, 'conjured': 20080, 'wounding': 26266, "'consumer": 67529, 'cemetery': 6065, 'indigestible': 45578, 'barkin': 17980, 'sedated': 32338, 'meritocracy': 37310, 'compleat': 37311, '´dollman': 67530, 'lasser': 24128, 'finalize': 47158, 'verbosely': 45579, 'albino': 24129, 'jibe': 28894, 'waynes': 26267, 'dramedy': 21160, 'familymembers': 67532, 'amara': 67533, 'translucent': 37313, 'oléander': 67534, 'beffe': 67535, 'pillar': 26268, "ready'": 74761, 'spelunking': 67536, 'translater': 67537, 'uncomprehensible': 72746, 'dreck': 5052, 'abattoirs': 67538, 'translated': 5426, 'droningly': 67539, 'dictatorship': 14340, 'perked': 67540, 'lampidorrans': 37314, 'puritans': 67932, "wilde's": 32339, "'fake": 67541, 'pierre': 6566, 'urbe': 67542, 'urgent': 14568, 'added': 1280, 'mmmmm': 32340, 'ammmmm': 67544, 'beeyotch': 67545, 'turgenev': 67546, "'company'": 60774, 'pillage': 45580, "orwell's": 21161, "'higher": 19956, 'eating': 1886, "'otherworldly'": 67548, 'booklet': 28895, 'nonreligious': 67549, 'spiffing': 67550, 'jazzy': 17166, "was'nt": 24130, 'asmat': 67551, "bentley's": 67552, 'cohan': 37791, 'saki': 26269, 'subtract': 24131, 'plumping': 67553, "sasha's": 47196, 'ranjit': 37315, 'stonewall': 38175, 'simulation': 28896, 'awwww': 45581, 'ariel': 6071, 'lieutenants': 67556, 'maurren': 67557, 'bloch': 18929, "'clickety": 67558, 'adder': 39205, 'abominibal': 67560, 'disclosure': 29319, 'namaste': 45582, 'bratislav': 67562, "khouri's": 16438, 'dissatisfaction': 28897, 'lensing': 45583, 'parables': 38184, 'britton': 17014, "miah'": 67563, 'dwayne': 45585, 'decca': 37316, 'vineyard': 45586, 'racisim': 67564, 'habilities': 67565, 'louche': 32341, 'syllabus': 67566, 'rivalries': 32342, 'sinnui': 47195, 'newed': 67568, 'sinews': 66603, 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'inspection': 37325, 'stoned': 8216, 'rotoscoping': 17983, 'expound': 36428, 'graying': 45604, 'ardent': 13586, 'guidances': 67619, 'naïveté': 67620, 'ranft': 45605, 'evokes': 7627, 'arrondisments': 67621, 'exacerbate': 67622, 'cels': 67623, 'unhelpful': 67624, 'evoked': 14089, 'wertmueller': 67625, 'celi': 45606, 'cele': 37326, 'kabir': 38245, 'nicholas': 4574, 'appreciator': 67627, 'charactor': 45607, 'weirdy': 67628, 'weirds': 67629, "bud's": 43650, 'prescribe': 45608, 'ramsey': 16441, 'weirdo': 9749, 'gacktnhyde': 67630, "philanderer'": 67631, 'retrograde': 33544, 'motherfu': 67632, "anime's": 67633, 'morsels': 67634, 'veered': 37328, 'mnouchkine': 67635, 'janus': 37329, "'blockbusters'": 73260, 'virility': 47338, "denny's": 47198, 'perfume': 21474, "lucas'": 14584, 'shake': 4461, 'apprehensive': 26273, "bronson's": 18930, 'shiranui': 67638, "commodore's": 67639, 'longoria': 7040, 'comers': 15761, 'singing': 1115, "'laura": 67640, '14s': 49834, 'snoop': 13587, 'abiding': 11827, 'hightailing': 67643, "morpheus's": 67644, 'lawnmowerman': 67645, 'filmstrip': 51903, 'contentment': 47346, 'subsidized': 67647, 'vehicle': 2193, "'ocean's": 67648, 'exhaustive': 32348, 'expressway': 67649, 'snook': 28902, 'hatian': 67650, '1tv': 67651, 'bureaucracy': 13663, 'transcendental': 21556, 'biblical': 5998, "stevedore's": 67653, 'becomes': 458, '70th': 37331, 'drumming': 14090, 'jollies': 45612, 'seedier': 24133, 'blindsided': 67654, "singin'": 11436, 'disrobe': 26274, 'forerunners': 45613, 'dinosaurus': 67655, 'salad': 15762, 'sanctions': 45614, 'francophile': 45615, 'ridd': 67656, "sellars'": 67657, 'villechez': 73340, 'unatmospherically': 70334, 'necklines': 45616, 'cheapie': 21649, 'lockwood': 37332, "hustler's": 67660, 'kenny': 8982, 'whalley': 67661, "families'": 43907, 'behrman': 67662, 'shrift': 32349, 'filmde': 67663, 'junctions': 67664, 'spartacus': 24347, "madhvi's": 45618, 'africans': 11162, 'moonbeast': 45619, 'bhhaaaad': 67666, 'sardinia': 37333, 'sewell': 24134, 'overwhelmingly': 13181, 'wolfstein': 45620, 'furnaces': 67668, "'flavia'": 67669, 'questing': 67670, 'crazes': 67671, 'mamabolo': 45621, 'softcover': 67672, 'winninger': 21162, 'avarice': 43412, 'liliom': 19958, 'creamery': 55465, 'warrors': 67674, 'zephram': 67675, 'crazed': 5139, 'rainbows': 29199, 'alienation': 9005, 'craggy': 21357, "rex'": 45622, "sweet'": 37334, 'mcduck': 67678, "florida's": 32350, "version's": 37335, 'facilitated': 67679, 'rebellious': 6841, "'unrequited": 67680, "fry's": 45623, 'vizier': 24135, "won't": 525, 'majorly': 26275, 'purgation': 67681, 'mentioned': 1043, 'converting': 28903, 'facilitates': 37336, 'helicopters': 10907, 'stuggles': 67682, 'strumpet': 37337, "'somewhere": 67683, 'kmadden': 60469, "'toys'": 67684, 'week´s': 67685, 'goofier': 45624, 'canuck': 45625, 'wonderously': 67687, 'excoriating': 67688, 'valarie': 38319, 'circulated': 43313, 'errands': 37338, 'gammera': 15154, '¿special': 73512, 'indendoes': 67690, 'sweets': 13182, 'invigorating': 24136, "don't's": 67691, 'emphasises': 32351, "'gel'": 67692, 'madras': 32352, "marshal's": 67693, 'masters': 4156, 'debutants': 67694, 'mastery': 11437, "'steamboat": 45627, 'magnitude': 12390, "pirate's": 67695, 'über': 32894, 'globe': 5768, 'theyd': 67696, 'unsurprised': 67697, 'goldoni': 32353, "wine'": 67698, 'youngers': 67699, 'measure': 4157, 'britta': 67700, 'gallant': 32354, 'fleetwood': 32534, 'ánd': 67701, 'ejecting': 32355, 'sanam': 49435, 'murpy': 67702, 'informercial': 67703, 'mere': 2688, 'galland': 45629, 'playground': 17984, 'playgroung': 67704, 'sno': 67705, 'thriving': 38333, 'picford': 67707, 'browbeating': 45630, 'intruded': 45631, 'intertwain': 67708, 'interplanetary': 67709, 'winey': 67710, 'jailer': 37340, 'sustainable': 78695, 'intrudes': 37341, 'intruder': 9345, 'dissenter': 45632, 'regalbuto': 45633, "'mental": 37342, 'dizziness': 67711, 'wrestlemania': 11163, "'health": 67712, 'chuke': 45634, 'geometry': 32978, 'ennobling': 45635, 'ironhead': 32357, "corporation's": 33581, "dyke's": 28904, 'pilfering': 67714, 'sabers': 24436, 'berlusconi': 67716, 'sleepless': 15437, "'vaseekaramaana": 67717, "makes'": 67718, 'indisposed': 67719, 'willingham': 67720, 'rectifying': 67721, 'bolivarians': 45636, 'bumpkins': 67722, 'bears': 3318, 'squinting': 37344, 'durable': 45637, 'aftra': 67723, 'adopted': 5371, 'beart': 40623, 'cafferty': 67725, "classmate's": 45638, "smyrner's": 67726, 'adopter': 67727, 'final': 474, 'townsend': 10908, 'beard': 7628, 'dependants': 84904, "bumpkin'": 45640, 'exactly': 615, 'apologise': 17168, 'tughlaq': 67728, 'counterespionage': 67729, 'bassist': 67730, 'nolte': 6219, "that'll": 9540, 'cinematographicly': 67731, "'fridge": 67732, 'apologist': 28905, 'joslyn': 26276, 'swindled': 67733, 'comity': 67734, 'photogenic': 18931, "'asian": 67735, 'swindler': 32359, 'swindles': 67736, 'cravings': 28906, 'hollwyood': 67737, 'residences': 45641, 'behaviors': 11164, 'robocop': 11438, 'jaongi': 67738, 'esposito': 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"everyman's": 67765, 'earned': 4297, 'baastard': 67766, 'bardem': 67767, 'winner': 2283, 'employes': 67768, 'employer': 11165, 'earner': 67769, 'authenic': 67770, 'employee': 7042, 'employed': 5649, 'prisinors': 67771, 'dodge': 9175, 'moralist': 32895, 'superspeed': 67773, 'grandmasters': 67774, 'liasons': 37349, 'overall': 441, 'namorada': 45650, 'mgm': 2726, 'abundance': 7867, 'magistrate': 24140, 'buyer': 19959, 'dodgy': 8840, "other's": 5307, 'chained': 11887, 'motorboat': 39665, 'berserk': 10418, 'latterday': 67775, 'contain': 3028, "'alienator": 67776, 'nefretiri': 67777, 'conduct': 9347, "cinematographer's": 28910, 'erno': 60424, 'accorsi': 35536, 'pity': 2237, 'hardwood': 67778, 'glitchy': 58806, 'alosio': 45653, 'orphan': 7987, 'folkways': 73811, 'roque': 37352, 'korea': 6968, "dicken's": 24448, 'powder': 12391, 'solder': 45655, 'telefair': 67781, 'illiteracy': 18932, 'gorcey': 39707, 'surmised': 33018, 'sirpa': 32362, 'verdoux': 67783, 'purveyors': 32363, 'worthlessness': 45656, 'hathcocks': 67784, 'bdus': 67785, "'deceived'": 67786, 'state': 1107, 'apiece': 35847, 'rovner': 54503, "creators'": 28911, "mind'": 32364, 'jock': 9199, 'believeable': 32365, 'observational': 67788, 'johto': 62475, 'sorely': 5945, "glaudini's": 67790, 'monument': 13386, 'wrongdoings': 67791, 'group': 601, 'mindy': 14571, 'mcbrde': 67794, 'career': 608, 'mongol': 32366, 'trove': 24141, 'minds': 2635, 'rois': 45660, 'manifestations': 28912, 'spatter': 67795, 'flocking': 26278, 'mindf': 38412, 'journey': 1308, 'godspell': 67797, 'spandex': 18933, 'colonisation': 67798, "simplicity's": 67799, 'zigzaggy': 67800, 'harmonic': 32201, 'amounted': 22526, 'doodads': 67801, 'missourians': 67802, "sense'": 45661, 'condo': 21164, 'heimlich': 33028, 'guarner': 67803, 'burkhalter': 67804, 'tread': 18934, "'nobody'": 82395, 'aligning': 67806, 'bricked': 45662, 'treat': 1691, "reynold's": 67807, 'oth': 67808, 'senses': 5187, "helen's": 26279, 'piquer': 67809, 'ota': 67810, 'titted': 67811, 'incurious': 67812, 'shortfall': 67813, 'hamburg': 14092, 'sensei': 74168, 'titter': 32367, 'ott': 11717, 'piqued': 32368, 'mantraps': 67815, 'donnitz': 84430, "alice's": 15155, 'rpms': 67816, 'gozu': 32369, 'pandemonium': 32370, "connors'": 67817, 'chagos': 37357, 'vosloo': 21165, 'kimball': 45663, 'ritchie\x85': 67820, 'fondo': 37358, 'affair\x85': 67821, 'fonda': 4496, 'coating': 24142, 'conscienceness': 67822, 'encapsuling': 67823, 'blasphemous': 16442, 'began': 1692, 'begat': 32371, "steiner's": 17985, 'eclectic': 14572, 'tapped': 14573, 'discourages': 26280, 'anka': 32372, "guards'": 67824, 'reactionary': 13588, 'effect': 959, "'screamer": 67825, 'pouting': 22527, 'trashmaster': 67826, 'discouraged': 21166, 'gestures': 7317, 'weirdsville': 67827, 'yoshitsune': 37359, "armand's": 67828, 'phili': 67829, "trent's": 26281, 'surfboard': 37360, 'intercede': 67830, 'philo': 7847, 'phile': 32373, 'motorcycling': 67831, 'mccabe': 16443, "geezer's": 67832, 'parisian': 10964, 'philp': 67833, 'shockumenary': 67834, 'draconian': 32374, 'hipocracy': 67835, 'restore': 10419, "sands's": 67838, 'spielbergian': 45664, 'unattached': 44075, 'misha': 24088, "dalia's": 67840, 'marauding': 67841, 'schoolish': 67842, 'laurel': 3776, 'lauren': 6220, 'bunuels': 45666, 'grappling': 24143, 'titty': 45667, "francine's": 45668, 'logged': 32375, 'reimann': 45669, 'mcconnell': 45670, 'mccloud': 37361, 'reasons': 1004, 'mcdonell': 45671, 'tiomkin': 32898, 'ought': 3879, "modesty's": 18935, "suo's": 45673, 'ample': 7408, 'devised': 13589, 'milanese': 32376, 'burden': 9207, 'amply': 24144, 'devises': 37362, 'martix': 67844, 'jaani': 67845, 'lève': 67846, 'vanquishing': 45674, 'leina': 67847, 'martin': 1590, 'setups': 19960, 'abductors': 67848, 'tidey': 50047, 'shed': 5007, 'sheb': 45675, 'scripturally': 67850, 'shea': 17986, 'shen': 15156, 'belonged': 11204, 'dasilva': 37363, "collette's": 28913, 'shek': 67851, 'abusively': 67852, 'redress': 37364, 'sher': 67853, 'deliverance': 6502, 'shep': 21387, 'linage': 67855, 'enviro': 67856, "gutenberg's": 67857, 'proofs': 24145, 'speedskating': 67858, "chris's": 28914, 'kettle': 28915, 'dumbvrille': 67859, 'seifeld': 56510, 'pr': 13590, 'maher': 13185, 'ps': 6595, 'adgth': 45677, 'complication': 19228, "proof'": 67862, 'balkans': 26282, 'prohibited': 32377, 'schoolyard': 37365, "cushing's": 18936, 'torsos': 38402, 'sandlers': 68345, 'staked': 45680, 'pu': 24146, 'delicacies': 67863, "nyland's": 67864, 'kovacevic': 67865, 'arrogantly': 24147, 'wedgie': 67866, 'mulgrew': 39287, 'conventions\x97as': 67868, "'how'": 67869, "there'": 28916, 'primal': 9787, 'vulgarity': 11439, 'unwild': 67870, 'gadar': 28917, 'interstellar': 67871, 'due': 685, 'well\x85evil': 67872, 'kutuzov': 67873, 'strategy': 12074, 'adrenalin': 18937, 'endeavours': 37366, 'utility': 17333, 'christ´s': 67874, 'florentine': 37367, 'pc': 6087, 'esperando': 67876, 'lainie': 37368, 'vichy': 67877, 'chianese': 26284, 'divulging': 37369, 'cricket': 14093, 'williamson': 12756, 'spacefaring': 67878, 'xerox': 45682, 'evacuate': 37370, "akshaye's": 45683, 'marge': 26285, 'manifests': 28918, 'sws': 49012, 'margo': 19961, 'rappelling': 67880, 'contini': 45684, 'cells': 7848, 'hosting': 22529, 'pickwick': 36123, 'godson': 47741, 'hoots': 45352, 'cruel': 2744, 'exerts': 37371, 'woke': 9407, 'cello': 32378, 'steepest': 67882, 'exploitatively': 67883, 'preoccupations': 26286, 'intersects': 32379, 'devise': 17169, 'reservations': 12392, 'penny': 5531, 'prolo': 45686, 'magnates': 67884, 'resented': 45687, 'chromosome': 67885, "'looking'": 67886, 'scowls': 24148, 'fencing': 10658, 'envisaged': 38516, 'sbd': 88021, 'futur': 67888, 'videomarket': 67889, 'perdition': 12075, 'envisages': 67890, 'deriguer': 54517, 'dropout': 39212, 'chemist': 21168, 'cheesiest': 13186, 'copperfield': 25071, 'ecstatic': 17170, 'capucines': 67892, 'refreshments': 67893, 'werewolve': 67894, "1983's": 28919, 'mayagi': 67895, 'agonizing': 11718, "o'hanlon's": 84930, 'chalky': 67896, 'rextasy': 67897, 'using': 769, 'extremeley': 67898, 'chalks': 67899, 'stilwell': 60441, 'alecky': 32851, 'women\x97none': 67901, 'spouts': 14575, 'morimoto': 67902, 'alecks': 67903, "fitter's": 67904, 'secondly': 4126, 'multiplayer': 27827, 'todays': 8841, 'lunacies': 67905, 'degradable': 67906, 'brita': 64022, 'andre': 5308, 'andra': 67907, 'scheming': 7734, 'captain': 1702, 'minuscule': 18319, "stalker'": 45688, 'offenses': 37372, 'latinamerica': 67908, 'jawsish': 67909, 'unconsciousness': 26287, 'sweetest': 15158, 'bimbos': 19962, 'presents': 2420, 'pomerantz': 67911, 'trousers': 14576, "umeki's": 37373, 'characterised': 19963, 'burnette': 67912, 'affectts': 67913, 'chennai': 67914, 'cruising': 21169, "goldthwait's": 67916, "know's": 37374, 'stalkers': 18938, 'connects': 10184, "today'": 67917, 'monford': 67918, 'wilfred': 21170, "jersey's": 67919, 'shawshank': 11206, 'upsmanship': 67920, "lasker's": 67921, 'evergreens': 83586, '30ish': 67922, "present'": 45689, 'off\x85': 67923, "gammon's": 67924, 'laurels': 45690, 'witherspoon\x96she': 67925, 'weinberg': 30188, 'convenience': 11719, 'drizella': 26288, "safer'": 74782, "calvert's": 67927, 'farmhouse': 24149, 'shoveler': 22530, 'phyton': 67928, 'soetman': 67929, 'warns': 7129, "grammar's": 67930, 'commandos': 14858, 'crave': 17987, 'helluva': 19910, "garson's": 67933, 'qualitatively': 45691, 'cactus': 24150, 'accumulated': 24151, 'quill': 67934, 'even': 57, 'asin': 16444, 'evel': 37376, 'favorites\x85you': 67141, 'asif': 67935, 'hatefully': 47821, 'asia': 6487, 'cheng': 15764, "stack's": 18939, 'maverick': 9583, 'eves': 45692, 'goosier': 67937, 'plunked': 32381, 'meola': 67938, 'matondkar': 32382, "oblowitz's": 43423, "godfather'": 37377, 'experimentalism': 45693, 'kisna': 67940, 'pempeit': 67941, 'remanufactured': 67942, "'watch": 45694, 'refinement': 22531, "aren't": 710, 'luther': 15159, 'jams': 28920, 'cardella': 37378, "eve'": 67943, 'jame': 67944, "feinstone's": 24152, 'jama': 67945, 'superstitious': 18940, 'permit': 17171, 'aikido': 45695, 'fathered': 24153, 'mingozzi': 45696, 'draub': 67946, 'commiserates': 67947, 'headedness': 72938, 'humourless': 17172, 'schooling': 32383, 'trongard': 67948, 'welch': 9750, 'weinbauer': 40725, 'circumvent': 67949, 'romany': 24154, 'landscape': 3856, "munnera'la": 84592, 'ensweatered': 67952, 'lennart': 37379, '2point4': 67953, 'barks': 24513, 'reemergence': 45697, 'enriching': 26995, '6200': 75289, 'calm': 4866, 'harilal': 8842, "'gandhi": 45698, 'kindlings': 67956, "fonda's": 14577, 'calf': 14094, 'composite': 32384, 'skimped': 45699, 'tomilinson': 84939, 'meera': 45700, "xica's": 67957, 'spiraled': 45701, "'life": 32385, 'hounslow': 67958, 'ergo': 27392, 'tepper': 19964, 'gasoline': 17173, 'feijó': 67960, 'incubator': 67961, 'babette\x85': 67962, 'tagalog': 26289, 'gossiping': 28922, "effie's": 37381, 'orignal': 67963, 'eire': 45358, 'arfrican': 67964, 'epitomizes': 23169, 'laughs': 916, 'honed': 16445, 'making\x85': 67965, 'honey': 9177, 'discography': 67966, 'coilition': 67967, "cheaten'": 67968, 'wanky': 67969, "spall's": 45703, 'montossé': 45704, 'argonne': 37382, 'jodedores': 67970, 'olaris': 45705, 'pastorelli': 45706, 'stroy': 67971, 'funky': 8523, "'holy": 67973, 'gobbler': 37383, 'salivate': 45707, 'kilmer': 8843, "zeman's": 47883, 'quoi': 45708, 'stroh': 26290, 'invalidity': 72886, "'abbot'": 67975, 'lithuanian': 67976, 'avsar': 67977, "side's": 67978, "sharks'": 67979, 'curiosity': 3613, 'misfit': 12077, 'lesbian': 2490, 'purchase': 4435, 'dissappears': 72887, "'letdown'": 67980, 'waited': 4462, 'hosanna': 67981, 'greaest': 67982, 'replayable': 29633, 'deco': 15226, 'unfolds': 4183, 'babaloo': 32386, 'deck': 8222, "'known'": 45710, 'yaser': 75106, "hare's": 67984, 'fortify': 67985, 'giraudeau': 67986, 'responsive': 37385, 'buffeting': 67987, 'roldán': 67988, "down'": 26291, 'vocalised': 67989, "'let's": 24155, 'parkyakarkus': 45711, 'rossitto': 26292, "rye's": 67990, 'blackened': 32387, 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'autobiograhical': 68457, 'exhaust': 26321, "'enchanted": 79703, 'huggaland': 27121, 'grewing': 68458, "forgot'": 68459, 'scorned': 17999, 'improv': 18095, 'nonprofessional': 68461, 'longshot': 30880, "gere's": 22547, 'volts': 52865, 'slesinger': 28962, 'camerashots': 68462, 'shalhoub': 24172, 'pentameter': 45856, 'athenian': 68463, 'eisner': 22548, 'bloodiness': 68464, 'bottle': 4614, 'lampooned': 24173, 'englishwoman': 37450, 'burgerlers': 68465, 'suitor': 17180, 'among': 790, 'ishwar': 18000, 'authorial': 37451, 'calligraphic': 79888, 'maschera': 69745, 'boran': 45857, 'sirbossman': 68468, 'adulterated': 68469, 'param': 68470, 'rahoooooool': 68471, "kiki's": 29689, 'perth': 45858, 'suzuka': 68473, 'grating': 8224, 'bread': 5372, 'borat': 22549, 'underaged': 68474, 'simmone': 45860, 'actioneers': 68475, 'chainsaw': 5483, "tarkovsky's": 25080, 'secrecy': 19979, 'disadvantageous': 77681, 'railroad': 10664, 'implicate': 26322, 'hoariest': 68477, 'malahide': 68478, "o'brian's": 68479, 'lightning': 6568, 'degenerating': 68480, 'shapeshifters': 68481, 'tayback': 37452, 'retailers': 68482, 'flawing': 68483, 'litening': 68484, 'climactic': 4538, 'hysterics': 15332, 'imprisonment': 22550, 'skinniest': 68485, 'meanders': 11723, 'henze': 68486, "dahl's": 21176, 'mugger': 40720, 'understories': 68487, "americana's": 68488, "brice's": 68489, 'fondue': 68490, 'showtunes': 68491, 'critical': 2775, 'daker': 68492, 'claustrophobia': 13192, 'claustrophobic': 5770, 'doggy': 29699, 'measuring': 32432, 'egocentric': 26323, "goa'uld": 15769, 'embankment': 66775, 'airways': 45861, 'selve': 68494, 'strangles': 26324, 'strangler': 11444, 'despicably': 37454, 'transpiring': 45862, 'tlps': 45863, 'definitly': 68495, 'guillotine': 16455, 'strangled': 12399, 'finicky': 37455, 'cresus': 48746, 'mcdaniel': 45864, 'conducting': 14583, "eli's": 37456, 'posthumously': 37457, 'crabtree': 45865, 'phony': 4977, 'violence': 564, 'lector': 68497, 'practical': 7989, 'peclet': 77806, 'threesome': 12763, 'tumpangan': 68499, 'imitated': 15169, 'whitey': 68500, 'overpopulated': 24174, 'whites': 6843, 'whiter': 32433, 'newhart': 10913, 'bullard': 68501, 'crossfire': 47241, 'empress': 24175, 'klerk': 68503, 'exploiting': 12655, "washer'": 68504, 'imitates': 19980, 'paganism': 24176, 'shantytown': 21177, 'whited': 68505, "'shut": 37458, 'halperins': 45867, 'baltz': 68506, 'comparison\x97are': 68507, 'vaporize': 68508, 'ortiz': 39058, 'trapeze': 28964, 'edgardo': 68510, 'decode': 37459, "minogue's": 68511, 'balta': 68512, 'aoki': 22551, 'trey': 11170, 'shiri': 25493, 'deepened': 32434, 'ccxs': 68514, 'keung': 68515, 'demagogue': 63765, "garris'": 68516, '1594': 68517, 'suffers': 2475, 'sundowners': 45868, "white'": 45869, 'door»': 68518, 'farmiga': 45870, 'doobie': 68519, "\x91bad'": 68520, 'underimpressed': 68521, 'farcial': 45871, 'adriana': 28966, 'kinsman': 68522, 'adriano': 37460, "animator's": 45872, 'gameboys': 68524, 'forcelines': 68525, 'grainger': 32435, 'incensere': 52767, 'hound': 12400, 'supervirus': 68526, 'dinotopia': 37461, 'recognizable': 5707, 'pensive': 26325, 'hampshire': 24418, 'doctrinal': 45873, 'daoshvili': 68762, "'hideous": 75916, 'astronaut': 9350, "'rama": 68529, 'scrapes': 18999, 'unclever': 68530, "terkovsky's": 45874, 'diablo': 18949, 'doctoress': 68531, 'awara': 62067, 'awkwardly': 10731, 'pitifully': 24177, 'subdivision': 45876, 'unload': 37462, "fizzle's": 68532, "'demolishing": 68533, 'unsee': 68534, 'unsex': 68535, 'phelan': 68536, 'drugging': 33257, "'performances'": 68538, 'sicko': 21178, 'suzie': 26637, 'bosomy': 68539, 'declaration': 12825, 'bosoms': 68541, 'schlong': 68542, 'wexford': 45877, 'children': 473, 'garibaldi': 45878, 'jesues': 68543, 'steenky': 78019, 'carnys': 68545, 'pornichet': 45880, 'pickpocketing': 68546, 'premium': 21179, 'distorting': 26326, 'straightforward': 5324, 'forry': 68548, 'carotids': 68549, 'jillson': 45881, 'bullocks': 85086, 'optimistic\x85': 68551, 'estevÃo': 37463, 'paduch': 68552, 'subterranean': 21180, 'gunilla': 45882, 'plainness': 45883, 'superficically': 68553, 'randoph': 68554, 'pueblo': 68555, 'ewaste': 68556, 'parisiennes': 68557, 'wsj': 68558, 'images\x97i': 68559, 'zaroff': 32436, 'damper': 45885, "hollywood's": 4224, 'antoni': 72961, "lamarr's": 37464, 'burger': 17181, "martian'": 68560, "cheung's": 37465, 'quebec': 20298, 'iwo': 37466, 'wyeth': 68562, 'macek': 24104, 'treebeard': 39117, 'marginal': 15170, 'squanders': 28968, 'ribbon': 32438, 'putting': 1486, 'johannson': 68563, 'dial': 10914, 'opted': 12764, 'topiary': 68564, 'skeptic': 22552, 'novello': 28840, "'owned'": 68566, "burr's": 33497, 'notise': 68567, 'diaz': 8676, 'fleshiness': 68568, 'dias': 45888, 'movement': 2422, 'violently': 8847, 'tattoos': 26961, 'trouncing': 45889, 'coca': 21181, 'ranged': 21182, 'twang': 21183, 'forefinger': 68570, 'gamecock': 87313, 'aristocrats': 15171, 'ranges': 10420, 'coco': 28577, 'disastrous': 5999, 'capacitor': 68571, 'investigating': 5629, 'sunning': 85038, 'animaniacs': 32440, 'slapping': 10421, 'publisher': 13320, 'diepardieu': 68572, 'generalizing': 68573, 'nth': 26162, 'cock': 13145, 'stretching': 10185, 'felched': 68576, 'scurry': 21184, 'published': 6326, 'burg': 58777, 'chetnik': 68578, 'smushed': 68579, 'skids': 24178, 'embroidering': 68580, 'authorize': 68581, 'deterministic': 60544, 'buses': 15172, "knb's": 68582, 'trepidous': 68583, 'clapping': 22553, 'busey': 6924, 'pavignano': 68584, "rufus'": 68585, 'icecap': 68586, 'annihilator': 68587, 'bungy': 68588, 'levon': 68589, 'rüdiger': 22954, 'outrightly': 68591, 'criminey': 45891, 'swastikas': 45892, 'moffett': 37468, 'humored': 32442, 'destination': 7311, 'lapinski': 68593, 'hundstage': 12765, 'farinacci': 68594, 'gulfstream': 68595, "kuriyama's": 68596, 'diamond': 3640, 'upends': 68597, 'evolutions': 68598, 'clarrissa': 68599, 'carrys': 40247, 'hawas': 67159, 'blanding': 68601, "gunn's": 68602, 'playng': 68603, 'duwayne': 68604, 'varying': 8501, 'kulkarni': 17182, 'sleeping': 2762, 'nineteen': 16456, 'goblets': 68605, "revolver's": 68606, 'jdd': 68607, "haynes's": 45894, 'sarcasms': 68608, 'disproportionately': 33340, 'unwritten': 24179, 'waiters': 32443, 'atari': 21185, 'eclipsed': 17183, 'empurpled': 68609, 'neese': 45007, 'shrewed': 68610, 'lingered': 18240, 'dichen': 45896, 'hughie': 48903, 'lolol': 68612, '\x96a': 68613, 'hullabaloo': 37469, 'gunfighter': 16647, 'hayman': 45897, 'horst': 32445, 'clownified': 68614, 'victrola': 78835, 'hoyos': 39157, 'enforcers': 48911, 'thanksgivings': 54623, 'redoubtable': 37470, 'awakeningly': 69890, 'thorssen': 68616, 'relevation': 43941, 'venger': 45899, 'frilly': 45900, 'pennie': 69227, 'frills': 24181, "brolin's": 68617, 'solipsism': 45901, 'flowerchild': 60553, 'pigeonhole': 38337, 'salaam': 19981, 'bleah': 48922, 'bleak': 3749, 'emigres': 45902, 'eats': 5771, 'bekker': 81717, 'frivoli': 68619, 'kristoffersons': 68621, 'jeering': 32762, 'ilva': 68623, "laturi's": 68624, 'infant': 10422, 'rounded': 5708, 'bracketed': 48929, 'displease': 68626, 'swamped': 28969, 'oblique': 26329, 'eeeb': 37471, "masanori's": 68627, 'rounder': 45903, 'guadalajara': 68628, 'bryans': 81408, 'sasural': 60556, "1800's": 18001, 'pt': 26283, 'baloo': 14101, '\x91cause': 68629, "'preemptively'": 70069, 'scenarist': 28970, 'sensationalize': 28971, 'jorma': 68630, 'detected': 32446, "rico's": 72299, 'materialism': 17184, 'dooooosie': 68632, "'superthunderstingcar'": 68633, "6's": 45904, 'someone': 291, 'ralphy': 45905, 'neophyte': 28972, 'sphincter': 64380, 'stockwell': 12080, 'magnavision': 45906, "bet's": 43259, "simonson's": 45907, 'exiled': 14585, 'solti': 68634, 'lejanos': 37472, 'shillabeer': 68635, 'biscuits': 37473, 'mental': 1749, 'star\x85you': 68637, 'house': 310, 'chomping': 21186, "andy's": 12081, 'countrymen': 24182, 'connect': 3804, 'ripple': 34153, 'narsimha': 24183, 'perrineau': 68640, 'horsemanship': 32447, 'dunaway': 11445, "bodrov's": 68641, 'flowes': 68642, 'flower': 7008, 'quincy': 12082, "'mutant": 68643, 'diwani': 28973, 'acting': 113, "youv'e": 68644, 'flowed': 17432, 'diwana': 68646, 'jacketed': 28974, 'tiresome': 4539, 'vandyke': 68647, 'nosferatu': 19982, 'tooie': 78555, 'uncharitable': 46336, 'squished': 28975, 'commits': 6844, "shelby's": 49041, 'geared': 12083, 'difficulty': 5651, 'fangorn': 68650, 'rated': 1147, 'cuckoos': 37474, 'giveaway': 24185, 'moncia': 49042, "pym's": 26330, 'danaza': 68653, "2002's": 32832, 'squishes': 68654, "jewel's": 45910, 'benefits': 7441, "contractor's": 68656, 'finland': 15771, "power'": 37475, 'pilots': 7443, 'natsuyagi': 85889, 'sargents': 68658, 'stepmother': 8502, 'mistakenly': 12401, 'unreasoning': 78619, 'instances': 7043, 'humourous': 26331, 'cups': 19983, 'wamsi': 68659, 'expeditioners': 68660, "'blind'": 45912, 'indulgent': 5092, 'doooor': 68661, '86s': 45913, 'smoother': 26990, 'se7en': 17185, "'laserblast": 68663, 'burp': 45914, 'seeker': 26332, 'ghayal': 68664, "'blue": 22556, 'bumble': 22557, 'favorably': 19984, "colton's": 66805, "'ought": 68666, 'excels': 7853, 'sensation': 8773, 'sizable': 18253, "solomon's": 24186, 'favorable': 12766, 'sketchily': 68669, 'giddily': 24187, "'headless": 68670, 'oscillate': 68671, 'peaked': 17434, "radha's": 68672, 'involvements': 45916, "award's": 45917, "'nosferatu'": 68673, 'stuntwoman': 68674, 'contrary': 3801, 'traumatise': 68675, "'poetry": 68676, 'gruelling': 68677, 'treated': 1896, "86'": 68678, 'kiwi': 28118, "raposo's": 45919, 'mcnasty': 45920, 'midriffs': 68680, 'elmore': 21187, 'unafraid': 22558, 'fading': 11171, 'legrand': 45921, "'man": 13802, 'cardigan': 68682, 'built': 2168, 'shelby': 18002, 'nobody´s': 68683, 'pinkie': 45922, "aja's": 28976, 'brommell': 45923, 'bff': 68684, 'anthologies': 18003, 'ramped': 45924, 'radars': 68685, 'gosling': 28977, 'borkowski': 68687, "li'l": 32450, 'flute': 12084, "ramones'": 28978, 'poolboys': 68688, "li's": 17186, 'daphne': 9544, 'eskimo': 14102, 'refrigerator': 18004, 'southampton': 28979, 'mirrormask': 37477, 'unevenly': 29991, 'bustin': 68689, 'overcrowding': 68690, 'daresay': 68691, 'joining': 7990, 'weavers': 68692, "plays'": 68693, 'particularly': 569, 'blushy': 45925, "svenson's": 68694, 'obligations': 28980, 'fins': 37478, 'geena': 37773, 'hugging': 13598, 'fini': 26333, 'fink': 37479, 'repels': 37480, 'huggins': 19985, 'fine': 475, 'chariots': 38128, "month's": 26334, 'degeneres': 68696, 'legionnaire': 45926, 'rebuff': 68697, 'eruptions': 37481, 'stoutest': 68698, 'marathons': 45927, "chang's": 28981, 'boulder': 22559, 'weve': 68699, 'kazooie': 45928, "babyyeah's": 68700, "'rangi'": 68701, 'eglimata': 37482, 'pellet': 37483, 'pellew': 68702, 'husen': 68703, 'illya': 68704, 'resolve': 7517, "elli's": 68705, 'orcs': 17299, 'glamourizing': 68706, 'coughs': 24188, "career's": 46776, 'contemporize': 68707, 'ph': 26335, 'orca': 11173, 'mercs': 68709, 'vina': 45930, 'vine': 28983, 'ving': 26336, 'pilar': 39089, "thalberg's": 68710, 'shyest': 68711, 'unmistakable': 14103, 'lowish': 68712, '11th': 10423, 'ebay': 8848, 'psychical': 28984, 'bûsu': 68713, 'gaily': 60574, "gabbar's": 45931, "gambler'": 68714, 'reliever': 68715, 'macgregor': 14104, 'please': 588, 'juarassic': 68716, 'burguess': 68717, 'smallest': 9982, 'hoyts': 37485, 'supersedes': 37486, "'enlightened'": 68718, 'freebird': 17187, 'responses': 12085, 'garloupis': 68719, 'yitzhack': 68720, 'intrigueing': 45932, "deanna's": 28985, 'environmentalists': 39257, 'polygram': 68721, "larson's": 45934, 'rawer': 68722, 'aircraft': 8503, "capone's": 45935, 'vindicates': 37487, 'po': 18005, 'slated': 15040, 'encapsulate': 37488, 'marilyn': 6925, 'contrasted': 11890, "o'neil": 18952, 'tipping': 23243, 'gamblers': 19986, 'filho': 68725, 'strieber': 68726, 'afar': 15174, 'upgraded': 37489, 'luchi': 68727, 'prosecuting': 19987, 'kinzer': 68728, 'unsuccessful': 10041, 'rotheroe': 68729, 'khrystyne': 45937, 'dobbs': 37490, 'perspectives': 8350, 'frets': 45938, 'dispensationalists': 68730, 'tgif': 28986, 'elektra': 26337, "eclipse'": 68731, 'carano': 45939, "bit's": 68732, "'immune'": 68733, 'charasmatic': 68734, 'boringness': 37492, "kelly's": 6845, "'hills'": 32451, 'mountaineers': 37494, "pertwees'": 68735, 'deskbound': 68736, "candles'": 68737, 'solid': 1153, "all'italiana": 68738, 'eject': 35818, 'holocaust': 6221, 'aptness': 68739, 'missteps': 22560, 'bete': 24189, 'vanhook': 33632, 'eclipses': 45940, 'suckfest': 37496, 'fraternization': 45941, 'lull': 21188, "bernhard's": 37497, "'lacy": 78856, 'helga': 13195, 'comparrison': 68741, 'karmic': 37498, 'sardo': 37499, 'calender': 39283, 'perverseness': 68743, 'sarda': 68744, "key'": 68745, 'southpark': 45942, 'tenses': 54648, 'seduce': 7629, "rick's": 32452, 'galapagos': 45943, 'widdoes': 49131, 'ancona': 32453, 'horton': 15772, 'neutron': 45944, 'unvarnished': 45945, "sport's": 45946, 'eels': 19988, 'keys': 6971, 'appreciably': 45947, 'mindblowing': 45948, 'leopard': 18006, 'end\x85even': 68747, "steinmann's": 68748, 'flitting': 32454, 'humperdink': 45949, 'wheelchairs': 45950, 'ab': 15579, 'keye': 37500, 'flagg': 68749, 'justice\x85': 68750, 'ripping': 5990, 'dystopian': 15975, 'globus': 68752, 'whisking': 37501, 'hatosy': 68753, 'telescope': 17647, 'chhaliya': 68754, 'flags': 14106, 'trivialising': 68755, 'weissmuller': 11174, 'pfennig': 68756, "david's": 8504, 'alluring': 10665, 'military\x85': 68757, 'eyeglasses': 45951, 'moldering': 68758, 'ludicrous': 2758, 'botticelli': 68759, 'profoundly': 8677, "lives'": 26339, 'slinging': 31564, 'bocabonita': 68761, 'impetus': 21189, 'icelandic': 28987, 'calibro': 68763, 'calibre': 11175, 'hijixn': 68764, 'bootlegs': 49551, 'dixon': 5218, 'seriocomic': 37503, 'fuchsias': 68765, "furura's": 68766, 'narcissism': 15773, 'cornish': 33654, 'gaylord': 27029, 'arnald': 68769, 'mischievousness': 68770, "'memories'": 68771, 'livesy': 68772, 'sexualis': 68773, 'sexualin': 68774, 'trenholm': 18674, 'unite': 16044, 'narcissist': 37504, 'clunes': 68775, 'bubbas': 45952, 'arsonist': 30886, "kite'": 68776, "tar'n'feathered": 68777, 'cognitive': 33657, 'tangentially': 22562, 'follows': 1157, 'miffed': 45955, 'newbs': 68778, 'zoloft': 68779, 'jolted': 45956, '1415': 68780, 'wrenchingly': 24190, 'hatsumomo': 68781, 'pumba': 18953, 'triceratops': 61539, 'dicenzo': 46350, 'strongest': 5652, 'entitled': 5671, 'left\x85': 68783, 'ehhh': 68784, "'ahhh'": 68785, 'kirshner': 24191, 'pronounced': 10186, 'contacts': 9983, "tenant'": 68786, 'affects': 6149, 'saat': 68787, 'Åmål': 68788, 'newark': 68789, 'esculator': 83653, "pile'": 68791, 'chávez': 13244, 'candleshoe': 45957, 'pronounces': 32455, 'zillions': 31084, 'mariesa': 68794, 'augmenting': 68795, 'endeavor': 10666, 'hyet': 68796, 'morphett': 45958, 'hyer': 45959, 'mungo': 68797, 'remembered': 2029, 'peculiarly': 29843, 'rephrensible': 79386, "'this": 14586, 'unity': 13599, 'restrictive': 18954, 'fee': 12402, 'hostages': 12403, 'usc': 28988, 'resoloution': 68799, "whistler's": 45961, 'tripping': 12086, 'piles': 14247, 'khoi': 48234, 'deployments': 68800, 'graduation': 12087, 'piled': 18955, 'rediscoveries': 68801, "contact'": 37508, 'pediatrician': 68802, 'usn': 68803, 'tenants': 10288, 'yobs': 45962, 'pollution': 11839, 'ppl': 18599, 'liberator': 68805, 'archiologist': 68806, 'cill': 68807, 'aliens': 2532, 'vitaphone': 37509, 'invading': 12088, 'rackets': 45963, 'shiina': 68808, 'fiancées': 68809, 'germ': 24192, 'coservationist': 68810, 'reabsorbed': 68811, 'delusional': 12767, 'gance': 68812, 'afflict': 47255, "jonny's": 47256, 'bluth': 16457, 'errand': 19990, 'moulin': 18956, 'forebodings': 68815, "rogues'": 45964, 'famines': 49242, 'fer': 31896, 'keating': 68817, 'peevish': 45965, 'errant': 32457, 'identities': 8678, 'hoped': 3202, 'multilevel': 68818, 'hopes': 1912, 'hoper': 68819, "alien'": 68820, 'directed': 523, 'clichès': 45966, 'shatnerism': 68822, 'biggie': 21190, 'ghostintheshell': 68823, 'restaraunt': 37510, 'detachable': 68824, 'gottfried': 29855, 'directer': 18007, 'mulletrific': 68825, "warren's": 37512, 'planing': 33856, "'phone": 45968, "ahmad's": 33691, 'expedition': 5141, 'codger': 28989, 'weihenmayer': 45969, "'mexican": 68828, 'lyn': 32459, 'psychoanalysis': 32460, "'phony": 68829, 'crypt': 8679, 'collector’s': 68830, 'bubblegum': 19991, 'aryeman': 32461, 'irreplaceable': 28990, "willow's": 68832, 'finley': 45970, 'durokov': 79583, 'lena': 4568, 'musician': 5442, 'accidental': 7762, 'lend': 6303, 'baccalauréat': 68835, 'heir': 9074, 'leni': 45972, 'leno': 9752, 'liners': 2430, 'lens': 7312, 'columbo': 2527, 'lent': 10262, 'lasso': 68839, 'lenz': 22564, 'hansom': 45973, 'desert': 2089, 'alwin': 68841, 'steadies': 68842, 'downcast': 45974, 'vehicles': 6222, 'today’s': 68843, "jet's": 32462, '2002': 3525, '2003': 3828, '2000': 3073, '2001': 3042, '2006': 2942, '2007': 4128, '2004': 3829, '2005': 3346, 'at': 30, 'failures': 7991, '2008': 5053, '2009': 7854, 'footing': 20139, 'jason': 1652, 'restraining': 18957, 'nerdier': 86363, 'ghillie': 37513, 'eeriest': 68845, 'zoey': 28991, 'bulkhead': 68846, "hawke's": 28992, 'straps': 32045, 'soapies': 68847, "'mosntres": 68849, "lawyers'": 45976, 'slickness': 37514, 'bruhl': 19992, 'frisbees': 68850, 'atlas': 33706, 'redemptive': 21191, 'fatal': 3607, 'georgians': 68852, 'ingredient': 10915, 'chagrined': 45977, 'painterly': 26341, "'bus'": 68853, 'scheitz': 68854, 'lenghts': 45979, 'halitosis': 68855, 'whyyyy': 68856, 'anniko': 68857, 'arrange': 12404, 'mesmerizing': 6067, 'resurface': 32463, 'cédric': 17189, 'shock': 1462, 'decarlo': 30933, 'chandelier': 45981, 'joes': 49326, 'joey': 3802, 'mccenna': 68859, 'artificiality': 21585, 'bleeding': 8351, 'trantula': 68860, "'superman'": 68861, 'shudderingly': 68862, "laws'": 68863, 'kuomintang': 68864, 'hemmings': 68865, 'pittance': 68866, 'chicago': 4615, 'wireframe': 68867, 'fusanosuke': 68868, 'body': 645, 'toast': 12768, 'justification': 8505, "bleedin'": 32464, 'theda': 68869, 'bods': 45982, 'laraine': 37515, 'waldemar': 18287, 'bodo': 45983, 'tremor': 28993, 'bode': 28994, 'extreme': 1569, 'incinerate': 45984, 'nicholette': 68871, 'weinstein': 26342, "'arm'scene": 68872, 'alaska': 15368, 'courageous': 8221, 'lamhey': 68874, 'garcon': 68875, 'vujisic': 68876, '«blakes7»': 68877, 'sharky': 66834, "'insightful'": 68878, 'limp': 8849, 'sacrilegious': 24194, 'extravagance': 33722, 'limo': 19994, 'beckon': 32465, 'scandal': 8983, 'lima': 32466, 'sermon': 14587, 'lime': 45987, 'patronising': 19061, "fishburn's": 68880, 'nobel': 15175, 'langenkamp': 68881, 'chatila': 68882, 'invariably': 10724, "gallindo's": 45988, 'peacefulness': 68883, 'harrowing': 7630, 'scoyk': 68884, 'disjointing': 68885, 'opfergang': 68886, "stowe's": 68887, "rien'": 26343, 'grieved': 33540, 'eccentricity': 21192, 'cylon': 13774, 'tearing': 11176, 'subscription': 26344, 'yoing': 68889, 'antonietta': 19484, 'britney': 8225, 'gabriel': 4868, 'strides': 17466, 'ovies': 68890, 'sews': 45989, "decade's": 39421, "murphy's": 9985, 'sadomasochism': 37516, 'immoderate': 68892, '\x08\x08\x08\x08a': 68893, 'sanitarium': 18958, 'gnostic': 45991, 'arnetia': 45992, 'arnis': 68894, 'boned': 28995, 'athmosphere': 68895, 'ludicrousness': 29892, 'etiienne': 68897, 'languorously': 45993, 'nativo': 68898, 'employs': 9986, 'bones': 6223, 'boner': 37517, "reda's": 37518, 'samotá': 79980, 'overtly': 8984, "water'": 28996, 'native': 2171, 'dror': 68901, "coroner's": 37520, 'responsibilities': 14107, "regional's": 73012, 'snipping': 68903, 'attachment': 11725, 'reeking': 24799, "line'": 28997, 'bennah': 68905, 'onlookers': 37521, 'watery': 18290, 'suzette': 28965, 'waters': 4331, "bone'": 68908, 'collection': 1591, "gonzalez'": 45994, 'minton': 21193, 'cuddling': 33751, 'lines': 408, 'correspond': 22316, 'regally': 68909, 'linen': 26345, 'chief': 2294, 'chien': 28998, 'lined': 12769, 'furnish': 32469, "soto's": 68910, 'galveston': 68911, 'zues': 45995, 'bunghole': 68912, 'octopuses': 45996, 'eerily': 12089, 'jiri': 32470, 'bilbo': 45997, 'cautions': 47268, 'embers': 68914, "lester's": 17190, 'haku': 37522, 'inutterably': 68915, "shanley's": 68916, 'onboard': 28999, 'changeling': 18008, 'mordantly': 68917, 'industrious': 37523, "haim's": 24195, 'taboos': 15774, "'pick'": 68918, 'hepton': 26346, 'stances': 29000, "stunt'": 45998, "swingers'": 68920, 'unrelievedly': 68921, 'infertile': 45999, 'descriptive': 19995, 'legioners': 68922, "willard's": 68923, 'chro': 68924, 'cutting': 2407, 'determines': 19354, 'brion': 37525, 'extortionist': 68925, 'trasvestisment': 60685, "t'aime'": 29001, "friggen'": 68927, 'estranged': 6387, 'jiggling': 34452, 'vasquez': 46000, 'beginnig': 68928, 'identified': 8506, "hopkins's": 68929, 'megabucks': 46001, 'disregard': 8109, 'identifies': 21194, 'uninteresting': 2499, 'quintin': 46002, 'marlee': 18959, 'awardees': 68930, "beatles'songs": 68931, "voyager's": 28832, 'marlen': 68932, 'sergeants': 12405, 'stonewashed': 68933, 'spahn': 68934, 'leninists': 68935, 'marley': 10916, "paranoia'": 74411, 'jerusalem': 16458, 'bintang': 68936, 'seaquest': 32472, 'trickier': 68937, 'fleecing': 44053, 'oriental': 9615, '60s': 3349, 'tans': 26347, '540i': 68938, "'psychofrakulator'": 66846, 'coed': 24196, 'superlguing': 68939, "'backbeat'": 68940, 'scumbag': 19042, 'charis': 19997, "globo's": 46003, 'coen': 10188, 'octress': 66847, 'coer': 68941, 'hazard': 19998, 'homages': 13196, 'caputured': 68942, 'delinquency': 19999, 'crescendoing': 68943, 'crucifixion': 21138, 'biros': 68945, "cruella's": 24198, "'stop": 37527, '5400': 68946, 'mida': 46004, 'biroc': 68947, "steve's": 16459, 'farrow': 29002, "empire'": 46005, 'ayacoatl': 46006, 'nonmoving': 68948, '\x96on': 68949, 'barriers': 14588, 'facilitate': 32473, "dvd's": 6520, 'south': 1223, 'predominate': 29003, 'infantryman': 68951, 'franka': 17191, 'franke': 32474, 'drion': 68952, 'franks': 13197, 'deadlines': 41632, 'franky': 32475, 'hideshi': 68953, 'instill': 18961, 'umderstand': 68954, 'humblest': 46007, '3dvd': 68955, 'thirties': 6224, "'tooth": 32916, 'unexpectedness': 46008, 'bigwigs': 26348, "'valentines": 78890, 'fordist': 46009, 'lamentably': 46010, 'maidens': 24199, 'lokis': 52331, 'darklight': 46011, 'silverado': 37528, 'georgetown': 37529, 'makhmalbafs': 68957, 'proffers': 40922, 'negre': 68958, 'idjits': 68959, 'agonies': 46012, 'farmboy': 68960, 'defacement': 68961, 'negro': 21196, 'tokar': 68962, 'shariff': 46013, "everage'": 68963, "maiden'": 68964, 'epochs': 50935, 'furnishings': 24820, 'capitalised': 46014, 'townie': 68965, 'linchpin': 68966, "dunbar's": 68967, 'inversely': 68968, 'heiresses': 68969, 'embody': 19330, "powell's": 11726, 'doctorate': 80384, 'kubrick': 5008, 'urrf': 68971, 'idap': 46016, 'point\x97first': 68972, "prof's": 68973, "lifer'": 68974, 'pitiably': 68975, 'pernell': 22566, 'contractual': 19896, 'curves': 18009, 'chapman': 22981, "monologues'": 68977, "ibanez's": 68978, 'pitiable': 15775, 'nonfiction': 37531, 'dictate': 22567, 'decorsia': 64734, 'curved': 68979, 'swett': 68980, 'mashall': 66504, "lyin'": 76552, 'haywire': 37532, 'roseaux': 37533, 'fanatic': 7057, 'rejects': 7171, 'fictive': 68981, 'hanoverian': 68982, "statue's": 68983, 'bohemia': 46018, 'nabbing': 68984, 'unless': 891, 'kulik': 68985, 'masti': 32477, 'hassie': 29004, 'wicks': 46019, 'utlimately': 46020, 'rearrange': 37534, 'masts': 46021, 'preliminary': 46022, 'suprisingly': 37535, 'starched': 46023, 'disrespecting': 46024, 'barebones': 86879, 'douce': 68986, 'cannell': 46026, 'munter': 46027, 'downbeat': 8680, 'atwood': 46028, 'comprehensibility': 70226, 'aznable': 68987, 'waverley': 68988, 'nags': 49533, 'absorbing': 6569, 'homesteader': 68989, 'ashenden': 46030, 'todean': 68990, 'pinhead': 32478, 'rebuke': 46031, 'incorruptible': 29005, "'films": 46032, 'tholian': 68991, "instrumental's": 68992, 'concurred': 32479, 'yesilcam': 68993, 'madman': 8352, 'bien': 52344, 'roadtrip': 68994, 'promisingly': 17465, 'bedingfield': 68995, 'ksc': 68996, 'ksm': 46033, 'wellington': 10917, 'cockpits': 80557, 'nyatta': 37536, 'beat': 1556, 'beau': 9753, "'film'": 20000, 'bear': 2120, 'beal': 46034, 'beam': 17192, 'bean': 8110, 'beak': 68997, 'bead': 46035, 'ltas': 46036, 'escreve': 68998, 'reconnects': 37537, 'unauthorized': 68999, "cherry'": 69001, "lloyd's": 26350, "scuddamore's": 84225, '«planet': 69002, 'mascara': 22568, 'tightening': 21198, 'outdoes': 18962, 'joanna': 9351, 'cinematically': 16460, 'shapiro': 15776, 'omission': 20001, 'exists': 2978, 'sexily': 37538, 'hayle': 69003, 'ovid': 46037, "jane'": 24200, 'filmirage': 32483, 'penthouses': 69004, 'foregrounded': 69005, 'sigrid': 32484, 'alvira': 69006, 'tawnyteel': 69007, 'escher': 32485, "making'": 66341, "'offon'": 46039, "'hated": 76815, 'boosts': 29802, 'ickyness': 64919, "aito's": 66861, 'progress': 3721, 'filthiness': 69008, 'unbelieveable': 46041, 'janes': 29006, 'janet': 7631, 'tailspin': 37540, 'linguistics': 49064, "'gladiators'": 69009, 'time”': 69010, "gale's": 46042, 'quedraogo': 69011, 'diavalo': 69012, 'thuggery': 43469, 'universial': 46043, 'koyannisquatsi': 69013, 'nightfall': 37541, 'impairments': 69014, 'tenebrous': 69015, 'oscers': 64958, "us's": 37542, 'antipodes': 69017, 'marches': 15176, 'boulders': 22867, 'moles': 40536, 'guhther': 69019, "'loulou's": 69020, "bullwinkle'": 69021, 'vent': 14109, 'unfold': 5334, "busey's": 32487, 'insanities': 69022, 'oana': 80738, 'ellsworth': 69024, "branch's": 69025, "hamilton's": 16284, 'haggling': 59797, 'jutras': 69027, 'copier': 80751, 'copies': 4648, 'amair': 69028, 'protoplasm': 46045, 'filmometer': 69029, 'tyler': 5613, 'hellish': 18315, "home'": 46047, 'gulch': 32488, 'copied': 6570, 'bellows': 26351, 'angled': 24201, 'netwaves': 69030, 'shiph': 69031, 'assert': 14110, 'chalantly': 69032, "ackroyd's": 69033, 'wilsey': 69034, 'nosedived': 69035, 'angles': 2442, "chair's": 69038, 'assery': 37543, "'male": 40264, 'homer': 4885, 'homes': 6150, 'stonking': 69040, 'russain': 69041, 'homey': 37544, 'appearance': 1264, 'choosened': 69042, 'duhhh': 80802, 'nabokov': 24202, 'bombards': 46048, 'homem': 46049, 'urucows': 69044, 'occultism': 69045, 'ilm': 37220, 'bicker': 22569, 'lawrenceville': 69047, 'nepalease': 69048, "trek's": 18318, 'musketeer': 69049, "'advisor'": 69050, 'comatose': 11899, "'dilemmas'": 69051, "'dancers'": 69052, 'rodrigo': 46050, 'howes': 39383, 'riproaring': 80841, 'begining': 26352, "'create'": 83810, 'landmarks': 16461, 'vikki': 69054, 'dakotas': 69055, 'finito': 69056, "'englebert": 69057, "skerritt's": 69058, 'finite': 46051, 'twelfth': 69059, 'frivolous': 22885, 'slickly': 21199, 'moyer': 29008, 'caters': 21200, 'novels': 2865, 'shames': 32491, 'insecurities\x85': 69061, "'young'": 46052, 'novela': 24203, 'cugat': 69062, 'scholars': 14590, 'shamed': 24204, 'insure': 24205, 'paredes': 37546, 'malaga': 69063, 'yates': 29009, 'hwang': 64433, 'zapruder': 37547, 'thought': 194, 'showpiece': 32492, "sexo'": 69064, "'casablanca'": 46053, "mohanty's": 69065, "ashwar's": 69066, 'barking': 13600, 'profiteering': 37548, 'emerald': 27006, 'domestic': 4813, 'bloodlust': 26353, '\x91the': 18963, 'ceasarean': 69068, 'gariazzo': 69069, "gallery'": 69070, "vengeance'": 69071, 'scrimm': 46054, 'affections': 9754, 'lupin': 15777, 'gwynedd': 69072, "'ankhein'": 69073, 'crossroad': 69074, 'wining': 46055, "bra'tac": 49688, 'bluhn': 69075, 'dryer': 24206, "lefler's": 69076, 'klok': 69077, "assassins'": 67466, 'skinnier': 69078, 'rumpled': 29010, 'heeey': 69079, 'crawled': 18325, 'hmmm\x85\x85\x85': 69080, 'journalism': 11727, 'flimsily': 46057, "fbi's": 37549, 'crawley': 24207, 'journalist': 3941, 'bucketloads': 69081, '¡§crazy¡¨': 69082, "mckimson's": 69083, 'halston': 81032, 'crawler': 69085, 'awash': 32494, 'purefoy': 81037, "moron's": 46058, 'pauline': 8031, 'alive': 1236, 'landons': 69087, 'convey': 2830, 'convex': 69088, 'disappointments\x85': 69089, 'novelist': 7855, 'corrugated': 83206, "jarol's": 69090, "horton's": 69091, 'leontine': 69092, 'civl': 69093, 'bifurcated': 69094, 'annivesery': 55474, 'marched': 26354, 'admonishes': 60636, 'economical': 12406, 'conservatism': 24208, 'speak': 1125, 'ironies': 15778, "shea's": 46059, "mst3k's": 39580, 'noise': 3358, 'neurosurgeon': 69098, 'chessecake': 69099, 'depalmas': 69100, 'hanlon': 29012, 'leopold': 9755, 'snidley': 69101, 'narrate': 20003, 'anbuchelvan': 69102, "christie's": 21201, 'commited': 69103, 'commitee': 69104, 'explorative': 46061, 'glady': 69105, 'discard': 32495, 'addendum': 24209, 'projectors': 32439, 'winterly': 69107, 'punchline': 9988, "han's": 46063, 'vizio': 69108, 'childrens': 33882, 'downgrading': 46064, 'perspiring': 69110, 'hennenlotter': 69111, 'plebeians': 69112, 'sidenote': 32496, 'guard': 2923, 'equitable': 69113, 'wamb': 69114, 'donnybrook': 46065, "s2t's": 69115, 'custard': 37550, 'adolescent': 5591, 'brides': 7559, 'mcmillan': 46066, 'smit': 85748, "'maddox'": 69117, 'frannie': 46067, 'introvert': 22570, 'hasso': 17193, 'michelangelo': 24872, 'homebase': 69119, 'micheál': 46068, "match'": 69120, "children'": 39629, 'havana': 13198, 'plague': 3193, 'strident': 21202, 'neurotically': 45652, 'carmella': 32497, 'glory': 3292, 'replacated': 69122, 'hitlers': 37225, "students'": 37552, 'undercard': 37553, 'condiment': 69124, "bride'": 46070, 'cosiness': 69125, 'durn': 69126, 'supreme': 7411, 'sideys': 69127, 'pin': 5009, 'supremo': 46071, 'pia': 8745, 'geiger': 24210, 'pid': 69128, 'pie': 3271, 'pig': 4269, 'pix': 37554, 'morrisette': 37555, 'paraguay': 29013, 'collegiate': 39531, 'pit': 4792, 'durr': 69131, 'jaque’s': 54696, 'claiming': 5784, 'mortimer': 18964, 'forestry': 46075, 'boosters': 69133, 'ellipses': 46076, 'caterina': 69134, 'pinkett': 14111, 'scates': 69135, 'triomphe': 69418, 'nunchuks': 69137, 'desecration': 29014, 'neeson': 9178, 'tabloid': 15779, 'upanishad': 69138, "l'espoir": 69139, 'ecological': 17194, 'heartthrobs': 49066, "'gay'": 81308, 'chyna': 24748, 'foucault': 60117, 'catiii': 22571, "adam's": 12771, 'conjurers': 69141, 'cookbook': 18965, 'hyman': 31180, 'lauderdale': 45441, 'anarene': 37557, "peckinpah's": 16463, 'comparatively': 13752, "'glowing'": 46080, 'martinis': 69143, 'hating': 7518, 'frostbite': 69144, 'kwrice': 69145, "'mobsters'": 69146, 'dalek': 46081, 'brackish': 69147, 'jaipur': 46082, 'whereever': 69148, 'pushups': 69149, 'bureaucrats': 29015, "flash'": 69150, 'daley': 46083, 'patched': 18966, 'crreeepy': 69151, 'dales': 69152, 'leash': 29016, 'felisberto': 69153, 'rochesters': 46084, 'merchant': 11729, 'riso': 69154, "'warthog": 63522, 'risk': 2957, 'remy': 21203, 'jymn': 46085, 'rise': 2197, 'cetniks': 46086, 'risa': 46087, 'scornful': 30515, 'funneled': 37558, 'fetisov': 17196, 'bertolucci': 37559, 'dreamworks': 11730, 'founded': 13199, 'assaulting': 21204, "shakespeare's": 5709, "rochester'": 69156, 'withers': 81043, 'glovers': 69158, 'punning': 69159, 'flashy': 5772, 'guiding': 12407, 'shafted': 46088, 'blick': 69160, "'west": 20004, 'overdo': 22572, "crosby's": 21205, 'excelled': 26355, 'gamorrean': 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69575, "gps's": 69576, "rocketeer's": 69577, 'bieri': 69578, "seftel's": 55721, 'kenitalia': 84068, 'sky¡¨': 69580, 'diverge': 39256, 'shingo': 69581, 'h2g2': 69582, 'woot': 46221, 'woos': 24227, 'frenegonde': 46222, 'soister': 69583, 'fulsome': 37646, 'obstinacy': 37647, 'shimmer': 69584, 'woog': 69585, 'woof': 46223, 'wood': 2134, 'amerian': 69586, 'woom': 69587, 'wool': 20470, 'wook': 24228, "viewer'": 46224, 'wooh': 69588, 'tock': 37648, "'bunny": 69589, "highlanders'": 69590, 'expectation': 6612, 'subcontracted': 69592, 'ssi': 46225, 'gracing': 46226, 'dye': 12780, 'ssg': 69593, "pryce's": 69594, 'torpedo': 27015, 'verdicts': 69596, 'rejuvenation': 22500, 'orphans': 18014, 'egghead': 69597, 'denouement': 7223, 'clowns': 17212, 'segues': 18015, 'obfuscated': 69598, 'parkins': 20026, "tenuta's": 69599, 'malformations': 69600, "bites'": 69601, 'yablans': 69602, 'beasties': 37649, "'visitor": 32542, 'larenz': 46227, 'parking': 7044, 'stanley': 3003, 'grotesques\x97at': 69603, 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69783, "jeunet's": 69784, 'khomeini': 69785, 'kameena': 69786, 'lesbians': 8851, 'booting': 69787, 'trainables': 46265, 'entourage': 16469, 'beaudray': 81348, 'sawney': 37677, 'synergy': 24239, 'fabricates': 32283, "'shaft'": 46266, 'imported': 24240, 'opaqueness': 85078, 'whimper': 22593, 'booing': 69788, 'ozon': 85097, 'fathoms': 37678, 'warnning': 69789, 'cinemas': 6151, "nancy'": 69790, 'cinemax': 12783, 'backflashes': 46269, 'morman': 69791, 'devoted': 4008, 'macguyver': 69793, "racism's": 69794, 'avast': 69795, 'depreciation': 78996, 'nicolaescus': 69797, '7300': 50977, 'cockroach': 22724, 'meffert': 69799, 'brothers\x85': 69800, 'centerfold': 29350, "cinema'": 30284, 'siamese': 26389, 'hovers': 32554, 'nancys': 69802, 'patronise': 69803, 'compering': 69804, 'miniature': 11451, 'supplements': 69805, 'gleeful': 17219, 'headache': 6227, 'tightness': 46270, 'sloppiest': 37679, 'scowling': 30292, 'raunchiest': 46271, 'maby': 69807, "'characterisation'": 69808, 'plonk': 46272, 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'backpacking': 37684, 'hickland': 32558, 'alyson': 32559, 'wither': 26627, 'tasking': 44429, 'bejard': 69827, "cult'": 37685, 'speeding': 10923, 'disenfranchisements': 69828, 'caiano': 85320, 'sandwich': 15457, 'ripiao': 69830, 'anh': 46282, 'blier': 15193, 'musicianship': 69831, 'pressley': 37686, 'freestyle': 82274, 'assaults': 15559, 'prospecting': 69833, "'retarded'": 39927, 'mauldin': 69834, 'penitentiary': 24243, 'cults': 13613, 'andromedia': 69835, 'duress': 26395, 'howie': 32562, 'orléans': 69836, 'vegas': 4535, 'gesellich': 69837, 'retaliate': 29069, 'dopy': 69838, "don's": 15793, 'gauges': 69839, "don't": 89, 'misjudging': 69840, 'eludes': 20032, 'disabled': 6353, 'gauged': 37687, 'scientist': 1653, "fightin'": 79000, 'farreley': 69842, 'wilmer': 46283, 'dithers': 69843, 'eluded': 26396, 'conformism': 69844, 'ricardo': 12096, "wentworth's": 69845, 'conformist': 30310, 'conkers': 69847, "subtle'": 69848, 'pittman': 69849, 'woooooosaaaaaah': 69850, "bully'": 69852, 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69917, "snow's": 31640, 'causality': 46308, 'anvil': 37697, 'firewood': 46309, "paxton's": 29076, 'nabiki': 69919, 'starters': 7046, 'viagra': 69920, 'fulci': 4956, 'unopposed': 48281, 'unilaterally': 46310, 'feminists': 17223, 'protelco': 85857, 'mockage': 37699, 'hatta': 69921, 'hip': 2728, 'charcters': 69922, "lament'": 69923, 'hit': 566, 'hiv': 9551, 'unconsidered': 69924, 'babble': 13616, "ciro'": 69925, 'amick': 16470, 'kubanskie': 69926, 'explosively': 37700, 'hid': 14121, 'longest': 6306, 'saluting': 58640, "pokemon's": 69928, 'konchalovsky': 43339, 'hil': 69929, 'banquet': 18440, "feminist'": 69931, 'tarentino': 51177, "bigg's": 69933, '\x91method': 69934, "tourette's": 37701, "wcw's": 69935, "'tarzan": 29077, 'dossiers': 69936, 'plinplin': 69937, 'insensible': 46312, 'madolyn': 37702, 'bars': 6001, 'barr': 12236, 'bart': 8853, 'gawd': 15195, 'intelligence': 1660, 'urbanscapes': 69939, 'ridicule': 12097, 'neous': 69941, 'bara': 50432, 'barc': 69943, "'xizhao'": 69944, 'bare': 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26444, 'howse': 70555, 'erika': 6668, 'eriko': 70556, 'bakumatsu': 70557, 'clarifies': 46481, 'playfulness': 24277, "'mary": 32628, 'deadpan': 8990, "'stiff'": 46482, 'droves': 22620, 'exhalation': 52945, 'paxinou': 14614, "hickory's": 70558, 'imprimatur': 70559, '99cents': 70560, 'abstains': 70561, 'carrière': 37792, 'cus': 38254, 'bisleri': 70563, 'tyranny': 15202, 'brilliantness': 70564, 'boardman': 46483, 'mvc2': 52987, "remake's": 46484, 'voyeuristic': 19001, 'himalayas': 18039, "bellhop's": 70565, 'heating': 46485, 'incense': 70566, "del's": 70567, "'tatooed": 70568, 'veen': 70569, 'megapack': 52998, 'sarcinello': 70570, 'eradicate': 32629, 'rehash': 7316, 'mortified': 32630, 'maclaine': 13620, 'tmnt': 16483, "puccini's": 46487, 'gypsies': 17236, 'haggerty': 29134, 'pointeblank': 70571, 'basque': 70572, "marky's": 46488, 'blonde': 1973, 'medioacre': 70573, "nolan'": 70574, 'kojac': 53465, "'window": 34880, 'sauraus': 46489, 'kojak': 26445, 'winier': 70576, 'wyman': 46490, 'destructible': 70577, 'progenitor': 70578, 'sufered': 60858, 'tallest': 70579, 'toyko': 67104, 'retrospect': 9995, 'cotangent': 70580, 'allotting': 70581, 'davy': 19002, 'sycophants': 53073, 'phlox': 22622, "tong's": 70582, 'stepdad': 70583, 'davi': 70584, 'noland': 26446, "hershey's": 70585, 'alatri': 70586, 'rudd': 9073, 'employ': 9762, 'adulterous': 13021, 'shirow': 70587, 'shirou': 46491, 'parekh': 46492, 'godzirra': 70588, 'ephemerality': 70589, "'4th": 53118, 'ditching': 70590, 'verges': 26448, 'verger': 22623, 'lackies': 70591, "south'": 70592, 'eighteen': 12415, "tutankhamun's": 46493, 'haplessly': 70593, 'verged': 37793, 'dazza': 70594, 'jolting': 22624, 'fanatasy': 70595, 'principaly': 70596, 'split': 3256, "shabnam'": 53173, 'codename': 22625, 'dunkirk': 41196, 'junge': 26449, 'supped': 70597, 'watcing': 70598, 'boiled': 6740, 'effortlessly': 8230, 'inadvertently': 7637, 'vivien': 18040, "'silence": 41198, 'workforce': 37794, 'consents': 46494, 'boiler': 16484, 'supper': 26450, 'featherweight': 37795, 'buchfellner': 22626, 'icon\x85or': 53215, 'goofing': 37797, 'exhooker': 71556, "filth's": 70600, 'plaque': 70601, 'outlived': 26451, 'gigolo': 12794, 'unabsorbing': 70602, 'portrayer': 46495, 'linehan': 70603, "'eerie'": 70604, 'vallee': 23360, 'snickered': 46496, 'pakage': 70605, 'airbag': 46497, 'portrayed': 997, "nicholson's": 14132, 'chemstrand': 70606, "allégret's": 70607, 'coatesville': 70608, 'espouses': 32631, 'insubordination': 46498, "missionary's": 70609, 'beloved': 2759, 'leitmotivs': 54537, 'preciously': 46499, "t's": 26452, 'confidentially': 54912, 'frisch': 70611, 'confection': 21973, 'otherworldly': 17237, "rockwood's": 70612, 'shadow': 2691, 'masonic': 70613, "american's": 19003, "picture's": 20052, 'resoundingly': 30645, 'amfortas': 32632, 'gadg': 46500, 'alice': 2673, 'niels': 37798, 'festivities': 21249, 'lalouche': 70614, 'peak…': 70615, 'arditi': 70616, 'warping': 37799, 'beneficial': 25046, 'trudie': 70617, "furst's": 46501, 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70659, 'devon': 13952, 'intent': 3777, "razor's": 19004, 'variable': 16486, 'transporter': 25930, 'mfer': 70660, 'flordia': 70661, 'ordination': 67118, 'overturned': 46519, 'gown': 11186, 'cincinnati': 26455, 'bostid': 70662, 'oss': 70663, 'diggler': 46520, 'ost': 46521, 'momoselle': 70664, "gummo'": 70665, 'bandits': 15204, 'osa': 26456, 'osd': 70667, '1988\x961992': 70668, 'bitchin': 70669, 'cratey': 53704, "when's": 37807, 'ramrodder': 46522, 'crates': 70671, 'crater': 10672, 'silencers': 70672, "'conquest'": 70673, 'halmark': 46523, 'crated': 70674, 'golberg': 70675, 'numb3rs': 41324, 'both\x85': 70676, 'gifters': 70677, 'saldana': 29137, 'choice': 1096, 'hardwork': 70678, 'mobilise': 70679, 'ghostbusters': 23468, 'thundercats': 70680, 'stays': 2674, "stacy's": 70681, 'notations': 67120, 'medusans': 53754, 'draskovic': 70682, 'cooky': 32641, 'masturbates': 24281, 'minnie': 37808, 'refueled': 70683, 'cooke': 29138, 'guyland': 70684, 'defaults': 46524, 'masturbated': 70685, 'ealing': 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'derides': 46792, 'miming': 46793, 'ruttenberg': 61049, 'derided': 32740, 'enfants': 24325, 'estrange': 71534, 'unconfortable': 62182, 'escape\x97until': 71535, 'proibir': 71536, 'christie': 6494, 'valor': 29214, 'electra': 17260, 'coffee': 4096, 'soundbites': 59013, 'jerking': 12114, "'actor'": 46795, 'safe': 2274, 'extase': 37953, 'collide': 15220, 'expressionist': 13214, 'hispanics': 29215, 'roommate': 5311, 'heaven': 1824, 'penetration': 32741, 'sack': 7804, 'expressionism': 15820, 'davalos': 37954, "culkin's": 29216, 'coffey': 54331, 'dingo': 13639, "wave's": 71539, 'pube': 75929, 'l': 2011, 'dingy': 24326, "griffith's": 11758, 'flyers': 71540, 'cashmere': 71541, "'character": 59086, 'sled': 29217, 'westfront': 46798, 'maniacs': 15821, "'dinnerladies'": 71542, 'schlosser': 71543, 'slew': 9370, "'major": 71544, 'raffles': 32742, "morant'": 71545, 'macissac': 71546, 'palatir': 71547, 'hoofer': 29218, 'braces': 24327, 'judith': 15822, 'meatier': 66831, "jacques'": 43003, 'leftovers': 32743, 'dashing': 6672, 'mundial': 71549, 'detecting': 37955, 'bowry': 59148, 'renee': 10931, 'shrubbery': 46799, 'dammit': 24328, 'ziller': 59154, 'unexpressed': 71551, 'refugee': 11191, 'renew': 24329, 'damaris': 67054, 'footsteps': 9371, 'jonestown': 11759, 'panettiere': 71553, 'champs': 31423, 'synonymous': 17261, 'rendez': 46801, 'crucifixes': 37956, "larraz'": 37957, 'doling': 46802, 'visnjic': 64955, "waste'": 71554, 'electronic': 8116, 'lizitis': 59211, '2050': 43025, 'pardonable': 59220, '2054': 22666, 'snippers': 71557, 'approximately': 9372, 'unfunnily': 71558, 'fumble': 26516, 'cassavetes': 6312, 'john': 305, 'labyrinthian': 71559, 'intestine': 47646, 'scorpione': 26517, "garofalo's": 71560, 'waster': 17262, 'wastes': 7052, 'zira': 37958, 'préte': 71561, 'scorpions': 46803, 'wasted': 1050, 'anachronisms': 19032, 'odd\x85': 71562, "haskell's": 71564, 'preformed': 37959, 'verducci': 32744, 'civvies': 71565, "script'": 71566, 'younglings': 71567, 'bernson': 46804, 'portraits': 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'canvases': 26523, 'posterous': 71637, 'fattish': 71638, 'amount': 1163, 'peopling': 71639, 'synch': 29225, 'miya': 15223, 'wheel': 6936, "'someone": 71640, 'traffics': 71641, 'collingwood': 71642, 'rayguns': 56272, 'balkan': 20090, 'hang': 3258, 'counterparts': 8234, 'hand': 505, 'liberties': 8863, 'surveilling': 71643, 'animations': 8692, 'hans': 8357, 'sonatine': 71644, "wong's": 26524, 'manicheistic': 71645, "'se7en''s": 71646, 'musical': 618, 'pronouncements': 46821, 'musican': 71647, 'mclean': 32750, 'traditions': 7861, "'hang": 46822, 'edmonton': 46823, "dolemite's": 37974, 'neurlogical': 71648, 'leguizano': 71649, 'shuffle': 12804, 'jose': 7136, 'antes': 46824, 'hellbored': 53422, 'luciano': 14712, "bassenger's": 71651, 'cornell': 21291, "creed's": 29226, 'josh': 5196, 'jost': 37975, 'wright': 7639, 'shout': 8517, 'cognac': 15636, 'joss': 13216, 'ornithochirus': 71652, 'righteous': 9000, 'insensitive': 13217, 'hoists': 46825, 'innsbruck': 71653, 'tricking': 20092, 'gaslit': 71654, 'cosmetic': 24117, 'lcd': 37976, 'lcc': 71655, 'lca': 71656, 'unmolested': 71657, 'unfounded': 22669, 'stargazer': 71658, 'cooley': 37977, 'cooler': 10932, 'clegg': 46826, 'spirit\x85': 71659, 'domke': 43258, 'homing': 71660, 'cooled': 37978, "milverton's": 22253, "'zag": 71661, 'flatter': 20093, 'boro': 24333, 'born': 1444, 'syrkin': 59950, 'numskulls': 71662, 'hassle': 22255, 'flatten': 37980, 'borg': 10933, 'bore': 2693, 'bord': 71663, "'ring'": 67345, 'confusing': 1496, "kounen's": 59960, 'congratulate': 13218, "circus'": 71664, "'i'm": 13219, 'trustees': 59980, 'unfortenately': 71665, "pimp's": 71666, 'melange': 20094, "'i'd": 71667, 'adorable': 4273, 'matthaw': 71668, 'participation': 9562, 'matthau': 3294, 'peek': 10202, 'johannesen': 71669, 'peen': 84772, 'nekojiru': 71670, 'peel': 21292, 'elucidate': 71671, "lindsey's": 37983, 'shogun': 22258, 'peed': 24334, 'angriness': 71673, "'superheating'": 71674, "elrond's": 71675, 'substitution': 32752, 'peer': 15224, 'pees': 37984, 'zamaane': 60012, 'herpes': 46827, 'peet': 12116, 'superfluos': 71676, 'deviancy': 61076, "'contamination": 71677, 'hulya': 71678, 'succulently': 71679, 'mowgli': 71680, 'chahta': 71681, "spies'": 71682, 'clippie': 71683, 'wasting': 3118, 'sparing': 21293, 'profession': 5948, 'zefram': 71684, 'mckelheer': 71685, "l'affaire": 71686, 'stumble': 7737, 'deception': 9563, 'pacierkowski': 57182, 'yauman': 46829, 'salutory': 71687, 'overlooks': 26526, 'conservation': 37985, 'wrongdoing': 71688, 'berle': 37986, 'pragmatically': 37987, 'sojourns': 60089, 'diligence': 60091, 'lussier': 46832, 'ceded': 37988, 'observances': 71689, 'needles': 22670, 'dedications': 71690, "philips'": 71691, 'mowbrays': 71692, 'autographs': 40334, 'ancestral': 29227, 'maximum': 7523, "yelli's": 46834, 'duggan': 26527, 'apostles': 71694, 'plymouth': 46835, 'maximus': 71695, 'porkys': 46836, 'coverings': 71696, 'faking': 12805, 'magots': 71697, 'prayed': 15824, 'roney': 46838, 'guesses': 29228, "roy's": 18066, 'tractored': 71698, "l'amamore": 71699, 'clive': 6943, 'stupendously': 37989, 'ronet': 46839, "dixon's": 15225, 'guessed': 4332, 'expertise': 9767, 'prayer': 11467, 'lufft': 71700, '“family”': 71701, "orca's": 71702, 'flintstones': 37990, 'leetle': 71703, "antionioni's": 71704, 'dynasties': 71705, 'psmith': 71706, 'pursestrings': 71707, 'bellevue': 60200, 'enthuses': 71708, 'irma': 71709, 'mulling': 46841, 'update': 6937, 'improvisation': 18067, "let's": 900, 'enthused': 29229, 'suckiness': 36233, 'mullins': 71710, 'zamprogna': 71711, 'sufferíngs': 71712, 'bedi': 32754, 'interval': 18068, 'stout': 32824, "danelia's": 46843, 'cohesion': 17011, 'ebon': 60237, "bryson's": 37991, 'ashamed\x97are': 71713, 'gutting': 37992, "'hotel": 71714, 'knockouts': 71715, 'jouanneau': 71716, "danelia'a": 71717, 'wanters': 51075, 'bakhtiari': 26529, 'cannible': 71719, 'diplomacy': 26530, 'interlaces': 71720, 'lindey': 71721, 'commendably': 32755, 'lideo': 37993, "crenna's": 71722, '¡§but': 71723, 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'lustrous': 71744, 'obsessing': 46854, 'sieve': 46855, 'electrics': 60437, 'mcfadden': 71746, 'cherryred': 71747, 'frazee': 32758, 'domaine': 46856, '\x91fifth': 71748, 'substituted': 17264, 'bangs': 14640, 'domains': 71749, 'pillow': 12807, 'frazer': 37999, 'morven': 81657, 'shoeing': 67361, 'nikhil': 17265, 'inly': 71750, 'ciel': 32759, 'unprofessionally': 71751, 'sextet': 46858, 'beullar': 71752, 'softy': 46859, "faith's": 38000, 'slackens': 71753, 'nablus': 19736, 'wilbanks': 64432, 'licata': 43432, "nebraska'": 71754, 'betsy': 13220, 'driest': 60464, 'captivate': 16510, 'bigv': 71756, 'pickard': 71757, 'alsanjak': 44658, 'unctuous': 32760, 'wonderfully': 1666, 'yoko': 19034, 'symbolized': 22672, 'bigg': 46860, 'intently': 22673, 'privateer': 71758, 'abrams': 32761, 'bimboesque': 71759, 'potrays': 71760, 'nebraskan': 46861, 'silvermann': 71761, 'nishiyama': 60034, 'titillatory': 71762, 'decked': 22674, 'fortified': 32763, 'decker': 31560, 'totalled': 71763, 'chonopolisians': 71764, 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'equalling': 46875, 'freckled': 71781, 'earplugs': 46876, 'snippet': 17768, 'propoghanda': 71783, "'vanishing": 38006, 'fabinyi': 71784, 'popinjay': 61096, 'supernaturalism': 46877, '2151': 60735, 'saxon': 11192, 'atonement': 22676, "live's": 71785, 'factual': 7137, 'tiara': 71786, 'flemyng': 38007, 'nom': 46878, 'non': 698, 'noo': 46879, 'nod': 5487, 'noe': 38008, 'nog': 46880, 'nob': 43511, 'edmond': 16513, "review's": 38009, 'nox': 71787, 'aliso': 60765, 'marianbad': 85215, 'nou': 71788, 'nov': 26535, 'now': 147, 'nop': 71789, 'nor': 882, 'nos': 38010, 'blackadder': 12808, 'thankful': 9607, 'cannibalistic': 12426, 'vexation': 71790, 'unloaded': 71791, 'sot': 55643, 'prompted': 14145, 'ulcerating': 71792, 'blandman': 46881, 'wrap': 4817, 'polices': 71793, 'replay': 9564, "perdition'": 46882, 'fredrich': 71794, 'naming': 10936, 'rhetoromance': 71795, "sixties'": 55117, 'circumspection': 60822, 'zeppo': 71797, 'bullish': 71798, 'dispels': 47403, 'parceled': 71800, 'lenthall': 60829, 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71825, 'appearence': 38014, 'pnc': 60988, "rogue's": 71826, 'kabob': 60992, 'appreciated': 2522, 'titans': 17267, 'ansonia': 71827, 'underwritten': 14146, 'quivvles': 71828, 'gemstones': 60999, 'biarkan': 71829, 'recruit': 10445, 'hessians': 38015, 'vocals': 12428, 'actioners': 26537, "vanishing'": 29239, 'profuse': 32768, 'levittowns': 71830, 'dynamically': 38016, 'cleaverly': 71831, 'kolyma': 71832, "louis's": 21296, 'movive': 70872, 'boners': 46889, 'putridly': 45536, '1000000': 71833, 'snout': 38018, 'equipment': 4917, 'ego': 3527, 'mountaineer': 46890, 'contrives': 22678, 'bloodedly': 71834, "franju's": 86856, 'neatly': 6006, 'rassimov': 71835, 'intergalactic': 22679, 'americn': 71836, 'america': 935, 'precedents': 46891, "dash's": 46892, 'saintliness': 71837, 'caprios': 71838, 'reform': 11480, 'crucifixions': 61123, 'mrs': 2012, 'unconquerable': 71839, 'ethnocentrism': 71840, 'breadsticks': 45679, 'bergammi': 71841, "'roy": 64075, 'discoverer': 71842, 'kendo': 71843, 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71866, 'orchestrate': 71867, 'harmoneers': 71868, 'thundercloud': 71869, 'referenced': 14147, "'save'": 38022, "'gods'": 71871, 'emigrant': 29242, 'warhol': 14148, 'yorick': 46902, 'resides': 13642, 'noonan': 19036, "grannys'": 71872, 'resided': 61334, 'muslmana': 71873, "suspect'": 71874, 'monicelli': 46904, 'competent': 3272, 'razzmatazz': 67387, 'godawfully': 71875, 'sulky': 37149, 'attache': 71876, 'erbil': 71877, 'jeans': 13223, 'sulks': 38024, 'impedimenta': 71878, "'4": 49196, 'splendini': 38025, "aimanov's": 71879, 'muscari': 77824, 'jeane': 46906, 'tempra': 71880, 'fnnish': 71881, "'detached'": 71882, 'muttered': 46907, 'greystone': 38026, '157': 46908, 'odessy': 71883, 'macnamara': 71884, 'scrimping': 71885, 'flroiane': 71886, 'partisanship': 71887, 'crashers': 15826, 'odessa': 38027, 'falsities': 71888, "hepburn's": 18070, "1000's": 71889, "'crowd'": 71890, 'empathy': 4921, 'goran': 26540, "hellraiser'": 71891, 'obscuring': 38547, 'masonry': 54230, "c'clock": 71892, 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22682, 'minbari': 85599, "'weekend": 61582, 'glitterati': 71917, 'metaphysically': 46920, 'montereal': 71918, 'ps2': 21300, 'ps3': 38031, 'ps1': 24342, "'master'": 71919, 'cliffhanging': 38032, 'verst': 61600, 'versy': 71920, 'kareeb': 71921, 'verse': 12707, 'versa': 7525, 'disputing': 61623, 'kareen': 71923, "'drum": 71924, 'safarova': 61131, 'ami': 23864, 'psh': 71926, 'prostituting': 46921, 'laundering': 32775, 'stunk': 10203, 'onscreen': 16517, 'ama': 61645, 'stung': 23650, 'psa': 32777, 'katana': 26542, 'amg': 61650, 'amy': 4229, 'darbar': 46922, 'ramshackle': 18071, 'swit': 43784, 'psp': 71928, 'amu': 71929, 'duhs': 61669, 'reborn': 24343, 'meudon': 71930, 'potentialize': 71931, 'mosquitoman': 71932, 'dumberer': 61133, "sidney's": 16518, 'leek': 71933, "'happenstance'": 71934, 'feckless': 24344, 'blackberry': 46923, 'twelve': 3914, 'apartments': 9565, 'unmentionable': 46924, 'skyraiders': 71935, 'woodman': 39925, 'videodisc': 38033, 'amamoto': 71937, 'hemorrhage': 32778, 'lollipops': 33661, 'derisive': 32779, 'regina': 12810, 'unlocked': 26543, '1850': 35895, "'goldfinger'": 71940, '1852': 71941, '1853': 38034, '1854': 46925, '1855': 46926, 'babysitter': 9770, 'garret': 38035, 'sumitra': 26544, "'cousin": 71942, 'flubbing': 33556, 'sarandon': 7053, 'assembly': 10204, 'revivify': 71943, 'sixth': 6744, 'innocence': 3090, 'assemble': 21301, 'sadder': 15229, 'disslikes': 71944, 'uninhibitedly': 71945, 'aphrodite': 26545, 'creaking': 24345, 'jungian': 46928, 'bushido': 29248, 'maclaglen': 46929, "johanson's": 38036, "'contemporary'": 71946, 'higson': 46930, 'aboriginals': 28441, 'sublimity': 32780, 'conceals': 24346, "rose's": 13994, 'freeing': 18072, 'outlook': 10205, 'snooze': 16659, 'atrendants': 71949, "rand'": 71950, "'n": 12118, 'sciamma': 19038, 'stare': 6154, "babies'": 47411, 'shags': 71951, 'herts': 71952, 'serbians': 38037, 'stark': 5312, "neagle's": 71953, 'start': 377, 'stars': 378, 'starr': 12811, 'sindbad': 61841, 'teamwork': 16906, 'allergic': 17064, 'rjt': 71954, 'kyber': 71955, 'cloutish': 71956, 'smuggling': 10206, 'liswood': 71957, 'delayed': 13224, 'favourtie': 71958, "lady's": 10446, 'intermissions': 71959, 'manipulative': 4739, 'recoil': 24348, "'necklace'": 47832, "bush's": 29249, "star'": 38040, 'fraud': 7862, "dani's": 46934, 'intermission': 22325, 'vacantly': 46935, 'hmmmmmmmmm': 71961, 'overstylized': 61902, 'batista': 13643, 'intents': 17269, "brock's": 71963, 'macbeth': 10207, "censor's": 74830, 'stigmata': 17270, 'coproduction': 46936, 'sheath': 71964, "luna's": 38041, 'hotbeds': 71965, "'tender": 71966, "'nazis": 71967, 'trample': 46938, 'terminating': 38042, "western's": 38043, 'instantly': 3502, 'evildoers': 46939, 'forcing': 5777, 'kubrik': 71968, "se7en's": 71969, 'treks': 29251, "picard's": 46940, "zadora's": 46941, 'deadness': 82443, 'nederlands': 71970, 'registry': 46942, 'rafaela': 71971, 'dabble': 32782, 'loyally': 71972, "sheep's": 71973, 'smooch': 46943, 'cousy': 71974, 'moonlight': 15828, 'stockpile': 71975, 'satirize': 24349, "ross's": 62011, 'vadis': 26546, "howes's": 71976, "k's": 59169, 'semantic': 71977, "mater'd": 71978, 'month': 3238, 'histarical': 71979, 'dotcom': 71980, 'leith': 26547, "hamill's": 38045, 'enough\x97and': 71981, "mermaid's": 43906, 'heartpounding': 71982, 'cliff': 4239, 'pledged': 26548, 'insulate': 46944, 'anupam': 17271, 'branaughs': 71983, "togar's": 71984, 'fountain': 16434, "'fargo'": 71985, 'pledges': 38046, "'moonstruck'": 71986, "'wild": 22331, 'khushi': 62078, 'mechas': 71987, "'will": 36409, "'sick": 71988, 'leonidas': 71989, 'begot': 71990, "feyder's": 27681, 'anar': 71991, 'ceaseless': 29252, 'policticly': 71992, "maltin's": 31744, 'prohibitions': 71993, 'saboteur': 26549, 'anan': 71994, 'anal': 11193, 'meduim': 71995, 'locomotive': 46945, 'realisticly': 71996, 'doofy': 71997, 'hampel': 71998, 'stompers': 71999, "'easy'": 72000, "'surprise'": 38047, 'expansive': 16520, 'neuromancer': 72001, 'befriends': 5778, 'hamper': 31750, 'chuckle': 5488, "'duality'": 72002, 'ails': 72003, 'investing': 22683, 'zealots': 26550, 'learner': 32784, 'microbiology': 72004, 'guddi': 72005, 'caving': 72006, 'learned': 2048, 'ferocious': 19039, 'poundland': 46946, 'tracks': 4131, 'narasimhan': 72007, 'eventful': 20098, 'arena': 10682, 'moms': 15830, 'conviction': 5377, 'outgrowth': 72008, 'losses': 10937, "shugoro's": 72009, 'arent': 38048, 'sealing': 38049, "'sympathetic'": 72010, 'inflected': 72011, 'entardecer': 72012, 'requiring': 14642, 'gandhian': 72013, "rebecca's": 72014, "nudity'\x97all": 72015, 'reprising': 11763, 'conventional': 4025, 'heartened': 38050, 'revelation': 3408, 'yakmallah': 72016, 'goriness': 72017, 'rabitt': 72018, 'sametime': 72019, 'moodiness': 17272, 'compone': 72020, "boll's": 15831, 'delusion': 14643, 'grimly': 38051, 'winokur': 72021, 'm80': 62286, 'garza': 72022, 'firebombing': 72023, 'antigone': 72024, 'grill': 38052, 'grilo': 72025, "mcewee's": 72026, 'titillates': 62309, 'chattarjee': 67411, "asin's": 72027, 'algrant': 72028, 'mirroed': 72029, 'hermione': 21302, "''bad": 72030, 'titillated': 72031, '740': 72032, 'casanova': 16521, "fury'": 72033, 'rejuvenate': 72034, 'pialat': 32785, 'publicist': 18074, 'lisabeth': 72035, 'phrase': 5260, 'publicise': 72036, 'punker': 72037, 'bhodi': 36458, 'unlucky': 9190, 'moostly': 72038, 'punked': 72039, "'from": 30407, 'vigilance': 26551, 'diffuses': 72040, "usc's": 72041, 'premchand': 36462, 'maldeamores': 72042, 'copiously': 72043, 'jarrett': 72044, 'malcontented': 72045, 'fogie': 72046, 'marat': 72047, "tilly'": 72048, 'thickheaded': 46950, 'cromoscope': 46951, "'screwing": 72049, "kids'high": 72050, 'misnamed': 46952, 'diabolically': 24351, "lowe's": 32786, 'chalonte': 72051, 'purchassed': 72052, "'dj'": 72053, 'craigievar': 72054, 'decieve': 72055, 'sodomy': 38053, 'daggers': 20099, "ghibi's": 72056, 'dumbland': 14149, 'photoshop': 46953, "tukur's": 62434, 'casablanca': 7319, 'laurenti': 46954, 'ashanti': 21304, 'laurents': 62454, "sonzero's": 72057, 'neve': 12119, 'tomreynolds2004': 72058, "roadie's": 72059, 'heroe': 72060, 'herod': 72061, 'picard': 17875, 'heroo': 72062, 'heron': 46956, 'territorial': 21305, '00015': 72063, 'systems': 8359, 'heros': 16522, 'founders': 38054, 'maaaybbbeee': 62488, 'mise': 15231, 'heroz': 72064, 'barabar': 36478, 'rodann': 35269, 'ceo': 15232, 'misc': 67414, 'brancovis': 36481, 'cel': 38056, 'curtiz': 13645, 'cei': 44496, 'mimzy': 38057, 'starbucks': 38058, 'permissible': 62522, "o'henry": 72067, 'curtin': 46958, "system'": 28499, "hero'": 26552, 'unmerciful': 72068, 'durden': 46959, 'predators': 13646, 'bilodeau': 46960, 'laughometer': 72069, "poe's": 16523, 'lifestyles': 12430, 'predatory': 17878, 'barrels': 18813, "closet'": 55150, 'humpbacks': 72070, "'nessun": 72071, 'restless': 9518, "ludlow's": 62563, 'exasperated': 21306, "chandler's": 29257, 'deride': 46962, "dalle's": 72072, 'absurdity': 5313, 'leave': 560, 'unsurpassed': 19043, 'wedlock': 26553, 'pontius': 72073, "watt's": 72074, 'testify': 19044, 'scatchard': 72075, 'belushi': 5354, 'safety': 4366, '7': 690, 'blundering': 32787, 'mollà': 46963, 'tt0408790': 72076, 'housed': 21307, 'favored': 13227, 'houses': 4162, 'johnnie': 15832, "'bonus'": 62623, 'alterated': 62625, 'overshadowing': 72077, 'turnout': 72078, 'loads': 4300, 'benjy': 72079, 'unresolved': 12813, 'harmlessly': 32788, 'torpidly': 72080, 'benji': 32789, 'remonstration': 72081, 'discredited': 24431, 'benja': 72082, 'matarazzo': 22684, 'apocalypse': 7526, 'incubates': 72083, 'madnes': 55152, 'entacted': 72085, 'watchdogs': 72086, 'crapo': 72087, 'moritz': 29258, 'morita': 14150, 'craps': 20100, 'intellectualism': 32790, 'fantabulous': 72088, "berkowitz's": 26554, 'vohrer': 44092, 'horse': 1814, 'blossom': 12120, 'station': 1706, 'seafaring': 32791, 'sherrys': 72089, 'howerver': 72090, 'hundred': 3136, 'rewired': 72091, 'knightlety': 72092, "crap'": 38060, '1919': 26555, '1918': 20101, "fender's": 72093, "peers'": 72094, 'boredom': 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'savales': 72160, 'celluloid': 4062, 'beamont': 38070, "'doing": 72161, 'irresponsibility': 38071, "'complete'": 46983, 'threated': 72162, 'momentous': 21310, "leone's": 19047, 'threaten': 10940, 'brusqueness': 46984, "'dine": 63170, 'intension': 43635, 'lived': 1449, 'liven': 13647, 'lives': 453, 'liver': 17275, 'gallinger': 72164, 'playthings': 46985, 'clampets': 72165, "gentleman's": 28559, 'rinna': 36587, 'intriguing': 1771, 'practicality': 24359, 'rinne': 72167, "'frank": 72168, 'pacy': 72169, 'invocations': 72170, 'wyatt': 11765, 'pace': 1059, 'azoids': 72171, 'belgrad': 57890, 'ossie': 22687, 'guido': 21311, "'reunion'": 72172, "needle's": 63216, "thought's": 72173, 'guide': 3616, 'pack': 3154, "danes's": 46986, 'smacked': 26560, 'costly': 24360, 'petal': 72174, 'casares': 46987, 'uprightness': 49216, '00s': 46988, 'padget': 72175, 'payers': 72176, 'albany': 46989, "hanlon's": 72177, 'reglamentary': 72178, 'hitoto': 26561, 'spheerhead': 72179, 'gillies': 46990, 'albans': 38073, 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'dinnerladies': 73234, 'chiseled': 32935, 'mindscrewing': 73235, 'vbc': 73236, 'schizo': 73237, "vampires'": 47328, 'enchantingly': 70397, 'foundationally': 73239, '2in': 73240, 'stopwatch': 47329, 'micah': 51162, 'chainsmoking': 85934, 'manliness': 32936, 'strictest': 32937, 'coyle': 47330, "'bloopers'": 73242, "saif's": 47331, 'billies': 73243, 'reopens': 73244, "sugerman's": 73245, 'denominations': 73246, 'pyaar': 47332, 'coyly': 47333, 'whimpers': 38249, 'loman': 37771, "peach'": 73248, 'astound': 47334, 'lomax': 73249, "'nude'": 73250, "orb's": 73251, 'crusty': 14249, 'bookkeeper': 47335, 'disillusioning': 73253, 'revolucion': 73254, 'migraine': 26642, 'andreeff': 44209, 'sexagenarians': 73255, 'hellishly': 70476, 'furia': 47336, 'torti': 73257, 'furie': 29359, 'seminar': 22637, 'corridor': 12444, "crucifix's": 79577, 'shortchanged': 32938, 'sharkuman': 67636, 'development': 940, "palma's": 8855, 'unfathomables': 67637, 'barbour': 38250, 'protectors': 83559, 'peachy': 26643, 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75854, 'binds': 27521, 'splendidly': 12864, 'witchboard': 86347, 'macliammóir': 38430, 'leathal': 75856, 'evacuated': 15301, 'solely': 4399, 'manned': 26812, "mind's": 15302, 'huntingdon': 29576, 'shoals': 75857, 'smoker': 35195, 'manner': 1374, "outs'": 75858, 'berate': 17360, 'subspecies': 48162, 'strength': 2121, 'shorts': 3150, "d'ya": 48163, 'sugden': 48164, 'subduing': 48165, "neighborhood'": 75859, "fiorentino's": 48166, 'conducive': 38754, 'phychadelic': 75860, 'shys': 75861, 'grusomely': 87004, 'farmani': 75863, 'shyt': 77167, "'virgin'": 75865, 'dopiness': 75866, 'shya': 75867, 'neighborhoods': 15911, 'burlesque': 12648, 'joycelyn': 26813, 'vouch': 33241, 'azariah': 75868, 'calito': 61395, 'accounted': 20233, 'calmness': 75869, 'hanns': 87040, "bakula's": 75871, 'jovic': 75872, 'briskly': 21453, 'renting': 2750, 'heuristics': 75873, 'poppers': 75874, 'laudrup': 87054, 'subtly': 6081, "d'": 26814, 'musty': 48206, 'madeira': 75876, 'd8': 75877, 'subtle': 1299, 'supervillian': 87072, 'd2': 29577, 'blotting': 48168, 'baraka': 26815, "scientists'": 36372, 'resemblance': 4064, 'just': 40, 'lovebird': 59700, 'appended': 75879, 'insaults': 75880, 'pervertish': 75881, 'frogmarched': 75882, "'united": 74191, 'do': 78, 'dm': 38756, 'dj': 6864, 'dk': 75883, 'dh': 26816, 'lembit': 61844, "'eugene": 75884, 'dd': 29578, 'de': 849, 'db': 48169, 'vartan': 18791, 'curlingly': 75885, 'da': 5435, 'watson': 5105, 'writers\x85\x85\x85': 75886, 'dy': 75887, 'dv': 12151, 'dw': 20234, 'dt': 75888, 'du': 7431, 'dr': 881, 'ds': 22843, 'dp': 15303, 'warfare': 10322, 'concha': 75889, 'furst': 21454, 'trike': 75890, 'concho': 26817, 'irregularities': 48170, "cod's": 75891, 'womb': 26818, 'roberti': 61847, "halleck's": 75892, 'mustafa': 75893, 'triumphed': 33243, 'aggressor': 31716, 'zimbalist': 33244, 'lemonade': 38757, 'depends': 5825, 'smallville': 11297, 'co2': 48171, 'screwfly': 24569, "deltoro's": 75894, 'vulgarly': 48172, 'tainted': 12152, 'props': 4132, 'trancer': 75896, "cain's": 14198, 'accord': 33245, 'blighty': 38759, 'reproduction': 19145, 'noirest': 75897, 'downgrades': 48173, 'packaged': 17361, 'sickens': 27539, 'steuerman': 75898, 'roadhouses': 87249, 'packages': 38760, 'downgraded': 48175, 'scribbling': 48176, 'cop': 999, 'cos': 11494, 'cor': 75899, 'cot': 48177, 'cow': 7332, 'coy': 17362, 'tftc': 26819, 'baphomets': 75900, 'spasmo': 86353, 'polynesians': 75901, 'hillariously': 75902, 'gaffigan': 75903, 'coc': 75904, 'cob': 30463, 'coe': 15305, 'raimond': 47205, 'upperhand': 87276, "mumbai's": 48178, 'toed': 75906, 'com': 2363, 'col': 11796, 'coo': 29580, 'con': 2694, 'tudyk': 75907, 'haunting': 2296, "gabby's": 75908, 'jaya': 48179, 'thierry': 26820, 'jaye': 48180, 'jazzist': 75909, 'salamat': 75910, 'caucasin': 75911, 'beheaded': 22844, 'jays': 48181, 'broadens': 75912, 'petty': 4967, 'molteni': 75913, 'buffett': 48182, 'petto': 24570, 'flexible': 22845, 'dozens': 4190, "chabat's": 48183, 'revolting': 9298, 'hennessy': 22846, 'marguis': 48184, 'berlin´s': 75914, 'surreptitious': 75915, "rock'n'roll": 18185, 'wurlitzer': 48185, 'chorines': 48186, 'teachings\x85': 75917, 'squawking': 38761, 'wilfrid': 38762, "'slasher'": 75918, 'chabat': 22847, 'nguh': 75919, 'ayesh': 87416, 'overtaking': 51624, 'receptionist': 21455, 'tugger': 75920, "salles's": 86358, 'eeeeh': 75922, 'tugged': 26821, 'hebrew': 13700, 'disposability': 75923, 'eeeee': 75924, 'kotex': 33247, 'invinoveritas1': 75925, 'pommies': 75926, 'nobody': 1334, 'recurrent': 24571, 'jerry': 1513, 'plated': 48187, '197o': 75927, 'plater': 38763, 'emptily': 87460, 'indictment': 16597, 'jerri': 48188, 'bifocal': 75928, 'horus': 18474, 'afganistan': 33248, 'everett': 8127, 'wrightman': 48189, 'evil': 442, 'flatulence': 23297, 'pubs': 26822, 'earlobes': 75931, 'archtypes': 75932, "'hello'": 75933, 'nickolodeon': 75934, '1979': 5512, '1978': 5436, '1977': 6082, '1976': 5728, '1975': 6589, '1974': 6083, '1973': 4824, 'thr': 74389, '1971': 5062, '1970': 5493, 'tho': 7333, 'thi': 38764, 'lothar': 48190, 'the': 1, 'satanised': 75935, 'gubbarre': 75936, 'tha': 21456, "d'arbanville": 75937, 'giancaro': 75938, "'pops": 75939, 'gourmands': 75940, 'naudet': 15912, 'boinking': 75941, 'delicates': 58339, 'hills': 3181, 'bazookas': 38766, 'arngrim': 75942, 'reuniting': 20235, 'hilly': 38767, 'passive': 9215, "2007'": 75943, 'alchemy': 26823, 'hille': 75944, 'cranberries': 75945, 'zillion': 18186, 'bezukhov': 48191, 'mocked': 12865, 'mochrie': 75946, 'babes': 8013, 'capt': 9587, 'raspberries': 51160, "scandal's": 75947, 'caps': 18187, 'waffled': 61861, 'izing': 75949, 'capo': 38768, 'rahman': 33249, 'barge': 24572, "camel's": 48192, 'cape': 6679, "seen'em": 75950, 'mille': 27081, 'confedercy': 75951, 'tsunehiko': 75952, 'awes': 75953, 'grizzly': 24573, "mercurio's": 75954, 'mallrats': 48193, "desplat's": 75955, "hill'": 29581, 'security': 2510, 'antique': 18188, 'psychodramatic': 48194, "criterion's": 75956, 'tenebre': 75957, 'productions': 2660, 'tenebra': 75958, 'pancho': 26824, 'traviata': 87666, 'skelter': 75959, 'pancha': 75960, 'koster': 87669, 'bronsan': 87673, "'makin": 75962, 'radha': 14717, 'maeder': 75963, 'ransacked': 38769, 'purple': 3833, 'idealists': 51711, "'awe": 75964, 'trademarked': 33250, 'purply': 75965, "larner's": 75966, 'someway': 26825, "'wanted": 75967, 'naala': 75968, "hernandez's": 48195, "'group": 75970, 'englishmen': 33251, 'angering': 33252, 'provocations': 87716, 'brazzi': 48196, 'gangsterism': 40683, 'californication': 75973, 'zatôichi': 33253, 'mahoney': 14718, 'gingerbread': 15307, 'taint': 30483, "'tough'": 75974, "chiles'": 75975, 'pineapples': 75976, 'dilemma': 6590, 'tetanus': 48197, 'imaginaire': 75977, 'pays': 4101, 'formidably': 38770, 'yanno': 75978, 'fides': 80073, "rachels'": 75979, 'formidable': 10238, 'renovating': 33254, 'kywildflower16': 75980, 'paye': 75981, 'perverting': 75982, 'fight': 545, 'accordingly': 14199, 'ettore': 16598, 'dewy': 29583, 'unsurvivable': 75983, 'basanti': 22849, "cryptology'": 75984, 'sagging': 48198, 'only': 61, "bolsheviks'": 75985, 'chirila': 26826, 'priam': 75986, "don't\x85": 75987, 'griffen': 75988, 'hmmmmmmm': 48199, "mcgavin's": 29896, 'dooper': 75990, "leads'": 75991, 'algiers': 33255, 'dowry': 29584, 'veiled': 14719, "thing''": 75992, 'affluence': 48200, 'disastor': 63106, 'veterinarian': 29585, 'sprog': 75993, 'mails': 29586, "flynt'": 75994, 'permanente': 64106, 'religiously': 17616, "'aakrosh'": 75995, 'evidence': 2311, 'manure': 18189, 'balzac': 38771, 'gibsons': 75996, 'physical': 1745, "'shogun": 48201, 'mcelwee': 75997, 'disputable': 48202, 'nemec': 21457, 'destructed': 48203, "uncle's": 14968, 'interested': 925, 'carpeting': 48204, 'arthor': 75998, "propagandist's": 75999, 'polito': 76000, 'girlishness': 76001, 'nieves': 76002, "spelling's": 76003, 'polite': 9793, 'mightily': 16873, 'polity': 87945, "simmons'": 26827, 'pirouettes': 48207, "mail'": 48208, "bernson's": 76005, '«les': 48209, 'funerals': 24574, '\x96conservative': 76006, 'ogden': 24575, 'deflector': 76007, "jacobi's": 48210, 'margolyes': 48211, "'deep'": 87973, 'videocassette': 48213, "russel's": 76008, 'malamud': 29589, 'concepts': 5864, 'hickox': 24576, 'indecently': 48214, 'contradictive': 38772, 'contravert': 76009, 'golovanov': 76010, 'anand': 17364, 'hickok': 13701, 'saboto': 66993, 'lactating': 76012, 'honoring': 26828, 'outplayed': 76013, 'brummie': 76014, "'noriyuki": 76015, 'sexploitative': 76016, 'melonie': 48215, "curley's": 76017, "'interchangeable'": 76018, 'decaunes': 76020, 'zhang': 9024, 'blimey': 33258, 'blase': 48216, 'dbd': 39440, 'liability': 20236, "cary's": 47630, 'forgiving': 11798, 'blast': 5151, "dourif's": 33259, 'sinese': 48218, 'auld': 48219, '\x97are': 76021, 'maclagan': 76022, 'p': 1654, 'decipherable': 48220, 'passante': 76023, 'distasteful': 10479, 'revolution': 2631, 'thinked': 76024, 'murnau': 26829, "ripstein's": 48221, 'professionalism': 12866, 'thinker': 24577, 'pillaging': 33260, 'excrements': 76025, "turturro's": 38774, 'acrimonious': 48222, "'though": 76026, 'moltres': 76027, "kathryn's": 61875, 'geniusly': 76028, "proxy's": 88133, 'fardeen': 26830, 'anjolina': 76030, 'nakamura': 33261, 'satisfy': 4784, 'redirect': 76031, 'haberland': 76032, "cookie's": 40751, 'purdom': 76034, 'anwers': 76035, 'bolo': 19442, 'ramírez': 76036, 'apache': 34648, 'noir': 1356, 'opuses': 76038, 'hoops': 22851, 'episode': 387, 'eko': 76040, 'badged': 76041, 'precursor': 12867, 'eke': 48224, 'vibrating': 76042, 'lakers': 76043, 'exiting': 14200, "tourists'": 76044, 'lektor': 76045, 'satan': 4165, 'matrimonial': 48225, 'engender': 48226, 'hiking': 12868, '\x85\x85\x85': 76046, "'tarzan'": 38775, 'bullock': 12602, 'seashore': 76048, "'whatchoo": 76049, 'immediatly': 49186, 'rarely': 1710, 'senile': 18190, 'chapin': 76050, 'lodoss': 22852, 'masturbating': 20237, 'spontaneity': 18792, "'gringo'": 48227, "cage's": 11495, 'matador': 12472, 'knightrider': 76051, "bell's": 38776, 'schygula': 51896, 'eerieness': 61109, 'misshappenings': 76053, 'towers': 5897, 'mchugh': 17365, 'texel': 76054, 'linesman': 76055, "tenderfoot's": 76056, 'gwyne': 38777, 'bibiddi': 80088, "boswell's": 76057, '32lb': 76058, 'douche': 29590, 'trilling': 26832, 'blomkamp': 76059, 'clomps': 76060, 'innuendo': 9075, 'labeled': 8379, "ufo's": 48228, 'slumbering': 76061, "'speak'": 42909, 'dooooom': 76062, 'spy': 2542, 'jacqueline': 17787, 'watsons': 76063, "jimmy's": 16156, 'subsidies': 76064, 'carroll': 13292, 'chetniks': 76065, 'biachi': 74214, 'fortunes': 12473, 'carrols': 76066, 'spa': 21458, 'slackly': 76067, "mite's": 76068, 'distinguishable': 33263, 'serum': 6757, 'wencher': 76069, 'productive': 12153, 'domenico': 48230, 'bankrupt': 14201, "'social": 68170, 'malevolence': 29591, "elmes's": 76070, 'disappointingly': 14436, 'hisaishi': 22854, 'nihilism': 19148, 'wunderkinds': 76071, 'criterion': 11800, 'nihilist': 48231, "'khakee": 74323, 'impersonated': 38779, 'whoopie': 19149, 'zimmerman': 76072, 'neighbourliness': 76073, 'averted': 38780, 'brazen': 19150, "overlook's": 76074, "'seachd'": 80090, "'in": 13592, 'tarus': 76075, 'nomination': 4369, 'compatibility': 76076, 'vays': 51947, 'rememeber': 38782, 'explicit': 3756, 'woolrich': 26833, 'ordinance': 76078, 'progressively': 10716, "gaionsbourg's": 76079, 'offend': 7433, 'fireball': 21459, 'idiosyncratic': 14720, 'thuglife': 76080, 'neighbourhoods': 76081, 'yasminda': 48232, 'indeed': 846, "'message'": 48233, 'haircut': 12154, 'affectingly': 76082, 'varotto': 76083, 'brogado': 76084, 'wiseness': 76085, 'albéniz': 40459, 'acknowledge': 7536, 'mourby': 76087, 'defenseless': 20238, 'splaying': 76088, 'bondi': 24578, 'mercanaries': 55826, 'tudsbury': 76090, 'shusuke': 34691, 'norway': 13702, "tardis'": 76091, 'centenary': 48236, 'symbiote': 51974, 'barron': 33264, 'fling': 10965, 'chimp': 11496, 'natured': 6229, 'guillotines': 24579, 'relativist': 76093, 'equivalencing': 76094, 'ritchie': 6956, "argonne's": 76095, 'barrot': 76096, 'barrow': 48237, 'wont': 4280, 'concerto': 38783, 'streaks': 38784, 'pyke': 86387, 'servant': 5382, 'detonation': 47635, 'wong': 6957, 'guttural': 22855, "lewton's": 26834, 'entirely': 1094, 'concerts': 14721, 'wonk': 76097, 'poetically': 29594, 'significantly': 8700, 'lieu': 18896, 'jereone': 76098, 'armada': 40462, 'fires': 7875, "vaccaro's": 76099, 'errr': 62701, 'firey': 48240, 'ubiquitous': 11801, 'summon': 17366, 'mamoulian': 76100, "kitt's": 48241, 'gencon': 76101, 'frogballs': 76102, 'céline': 38785, 'distributers': 76103, 'receiving': 5608, 'viable': 14722, 'inevitably': 5018, "fire'": 33265, 'defenses': 26835, 'thismovie': 76104, 'swinton': 19151, 'grimacing': 38786, 'rebel': 4191, "jerry'": 76105, 'inevitable': 3452, 'milestones': 29595, 'imhotep': 76106, 'nickson': 76107, 'castelo': 76108, "''professionals''": 76109, 'lindsey': 8711, 'palaces': 48242, 'climaxing': 29596, 'pazienza': 74219, 'promotion': 9588, 'porsches': 48243, 'sprawling': 12870, "'er": 48244, 'striking': 3344, 'mcmahonagement': 76110, 'omitted': 13293, 'comprised': 9025, "'drew'": 86391, "'ed": 48245, 'comprises': 18191, "sneakers'": 76112, 'arado': 76113, "'em": 4400, 'size': 3584, 'bergqvist': 76114, 'scuddamore': 18192, 'tochirô': 76115, 'cinnderella': 76116, 'categorical': 76117, 'bookmark': 76118, 'callous': 12871, 'tentpoles': 48247, 'households': 24581, 'carousel': 20239, 'moates': 76119, 'friend': 461, 'linfield': 29597, 'petzold': 52132, 'condsidering': 76120, "kulkarni's": 76121, 'mostly': 666, "duke's": 19152, 'expanse': 33267, "vonngut's": 76122, 'garbages': 76123, 'short': 343, 'turn\x85': 40880, 'locationed': 76126, 'amiable': 10542, 'becuz': 33268, 'haruhiko': 55836, 'disses': 48248, 'noli': 76128, 'optimism': 8712, 'teinowitz': 76129, 'dissed': 38789, 'receptionists': 48249, 'fruits': 21460, 'anatomie': 48250, 'yesteryear': 22856, "'homicide'": 76130, 'fruity': 33269, 'lunches': 38790, 'hairline': 33270, 'rooks': 76131, 'angel': 2341, 'spectecular': 76132, 'contortion': 76133, '13th': 4968, 'jove': 76134, 'anger': 2560, 'insatiable': 16599, 'tympani': 76135, 'dorma': 41998, 'leatrice': 26836, 'veteran': 2493, 'applewhite': 76137, 'palazzo': 52218, "mooin'": 61890, 'impairment': 48251, 'farino': 68188, "'steel'": 76139, 'semebene': 76140, 'gharlie': 76141, 'plainer': 76142, 'undertakings': 48252, 'foothold': 48253, 'spraining': 76143, "'blade": 38484, 'koshiro': 76145, 'wacked': 26837, 'antidotes': 76146, "cryer's": 76147, "cannibals'": 76148, "''negative''": 76149, "triskelion's": 76150, 'wreaked': 33271, 'unnervingly': 29285, 'abraham': 5019, 'entendre': 24582, 'foaming': 40936, 'octagonal': 76153, 'scientalogy': 76154, 'banters': 76155, "lexi's": 33272, 'boggle': 76156, 'geography': 13331, 'leartes': 76157, 'jobson': 22857, 'coxswain': 76158, 'himmel': 76159, 'proportion': 11497, 'texture': 10027, '222': 45768, 'expositional': 38792, 'meaning\x85': 76160, 'wingers': 33273, '4x4': 63322, "'bewitched'": 76161, "blanzee's": 76162, "'march": 76163, 'elysee': 52329, 'emmanuel': 33274, "'tennessee": 76165, "corpse's": 76166, 'kiki': 13703, 'goble': 48254, 'kika': 76167, "'cool'": 38793, "rod''s": 76168, "ayres'": 76169, "azimov's": 76170, 'sonam': 76171, 'emboldened': 68195, 'breeches': 34766, 'giornata': 33275, 'giornate': 76173, 'sonar': 76174, "jackies'": 76175, 'husbang': 52378, 'husband': 655, '3lbs': 76176, "bonin'": 76177, "'succubus'": 33276, 'whitewash': 24453, 'hefner': 31723, 'zaphod': 76179, "rose's'": 86213, 'dowdell': 76180, 'visibile': 76181, 'concern': 4401, 'phawa': 76182, "vu'": 76183, 'pintilie': 16601, 'corroboration': 76184, 'pomade': 76185, "come'": 76186, 'seekers': 21461, 'justifies': 13704, 'excorsist': 76187, 'gian': 76188, 'morales': 17367, 'justified': 6014, 'yuma': 14202, 'boning': 38795, 'connoisseurs': 24584, 'unlocks': 30624, 'huggy': 76189, 'cristiana': 61897, "karin's": 61898, 'bagman': 33277, 'article': 7750, 'bilal': 25903, "swayze's": 76190, 'vue': 21462, 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'hinako': 76376, 'vs': 1915, 'nine': 3017, 'ning': 48320, "'gold": 80136, 'oilfield': 76377, 'bourgeoisie': 26854, 'nino': 24592, 'barbwire': 76378, 'f1': 48321, 'vivaldi': 76379, 'f5': 76380, 'pushes': 6958, 'pusher': 48322, 'tenor': 16606, 'lacky': 76381, 'revelry': 48323, 'hhe': 76382, 'cheswick': 53430, 'seascapes': 76384, 'hhh': 26855, 'motorcross': 76385, 'sits': 4471, "colonel'": 76386, "morphin'": 76387, 'clarke': 5729, 'preying': 32449, "'phoned": 48324, 'thigpen': 38829, 'foreseen': 26856, 'foresees': 76389, 'mi': 26001, 'centimeters': 76390, 'unearthly': 38830, 'clarks': 38831, 'meshugaas': 76391, "garris's": 76392, 'fp': 48325, 'rapists': 11215, 'fr': 38832, 'fs': 76393, 'ft': 15920, 'fu': 1876, 'curmudgeonly': 48326, 'fw': 76394, 'fx': 3706, 'elson': 44087, 'dwarfed': 29604, 'screenwriters': 6240, 'fa': 38833, 'maffia': 38834, 'uncomfortableness': 53480, 'fd': 76395, 'fe': 33291, 'ff': 33292, 'fi': 921, 'fl': 33293, 'fm': 76396, 'fn': 38835, 'fo': 76397, 'morphine': 76398, 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'customizers': 68236, 'neil': 3707, 'proctologist': 76421, 'dichotomy': 19160, 'ifit': 76422, 'thirteenth': 22866, 'slickster': 76423, 'limey': 48332, "battlestar's": 76424, 'bickering': 10030, 'chooper': 76425, 'dic': 68238, 'schoenaerts': 53663, 'ific': 76426, "bogey's": 76427, 'taunted': 38840, 'bikers': 13297, 'glancingly': 53668, 'vertigo': 8713, 'juniors': 53671, 'deary': 76429, "y'ain't": 76430, 'dearz': 76431, 'robers': 76432, "'surviving'": 76433, 'kazuma': 48333, "din's": 41313, "chomet's": 76434, "din't": 76435, 'dirs': 76436, 'basu': 48335, 'inert': 15921, 'protruding': 48336, 'dirt': 5384, 'timeline': 15922, 'diry': 76437, 'darius': 9796, 'base': 2807, 'coastline': 48337, 'dire': 3645, "kumalo's": 76438, 'dirk': 16607, 'isareli': 76439, 'bash': 9391, 'uprooted': 48338, "franco's": 19801, 'persists': 21470, 'coffy': 14020, 'caption': 22868, 'temptate': 68244, "dear'": 48339, 'scouts': 29609, "'grandmother'": 76441, "freedom's": 76442, 'knots': 21471, 'goodgfellas': 76443, "schmidt's": 48340, 'knott': 76444, 'quarreled': 33296, 'dabbing': 33297, 'antiquity': 76445, 'elder': 9027, 'eddi': 76446, 'powerless': 15177, 'edda': 76447, 'obedience': 33298, 'airborne': 26858, 'oilwell': 76448, 'eddy': 9218, "dreaming'": 76449, 'ladylike': 48341, "'papi": 76450, 'radiantly': 33299, 'behind': 493, 'vivaah': 76451, 'inboxes': 76452, 'readies': 76453, "'fate'": 76454, 'getter': 48342, 'jordan': 6084, 'emmas': 76455, 'ventricle': 55875, 'flattery': 33300, "matuschek's": 53810, 'kindly': 7877, 'performers': 3182, 'impersonal': 21472, 'haddock': 38842, 'uncanny': 7246, 'pauley': 53328, 'kindle': 48344, 'gps': 76457, 'mainstay': 19099, 'macaw': 38843, 'coleslaw': 30792, "brains'": 38844, 'substantial': 7404, 'dachau': 48345, 'macao': 41365, "'harry'": 76460, 'louvred': 76461, 'carlas': 76462, 'reigen': 76463, 'henna': 48347, 'henny': 33301, "freya's": 68249, 'edition”': 76464, 'lassalle': 20247, "'type": 76465, 'elsewise': 76466, 'zabihi': 53879, 'quoth': 76468, 'afghanistan': 9028, 'quote': 3191, 'eater': 9590, 'quota': 21473, 'exempted': 76469, 'exploitists': 76470, 'freddie': 13706, 'eaten': 4703, 'hallucinatory': 33303, 'rsther': 76471, 'aberrations': 76472, 'salary': 14204, 'prettiness': 76473, "'realism'": 76474, 'drawing': 3859, 'gingold': 15923, 'eisen': 76475, 'blend': 3887, 'eisei': 76476, "carlita's": 76477, 'ghibli': 20248, "govinda's": 76478, 'cowgirl': 48349, '666': 13708, '660': 76479, 'meticulously': 22869, 'girlfight': 12874, 'sivajiganeshan': 76480, 'sheepskin': 76481, 'catweazle': 76482, 'completion': 20249, 'fleabag': 48350, 'rudest': 76483, "media's": 48351, 'interacial': 76484, 'colby': 26859, 'central': 1372, "'fuck": 76485, "'killer'": 48352, "painter's": 76486, "sirk's": 12156, 'cuisinart': 76487, 'campyness': 48353, 'upstanding': 38845, '\x97like': 76488, 'meanwhile': 2083, 'pageant': 20831, 'famous': 801, 'soutendijk': 15924, 'poil': 76489, 'britcoms': 37418, 'during': 312, 'workouts': 76491, 'wheezer': 38846, 'hardin': 41416, 'inuyasha': 74275, 'hardie': 58338, "'passionate": 76492, 'humberfloob': 76493, 'seventeen': 14730, 'reminisced': 48355, 'backtrack': 48356, 'undergoes': 15925, 'innerly': 76494, 'crackle': 33306, 'plough': 76495, 'persifina': 76496, 'sidetracked': 29611, 'descriptions': 13298, 'piso': 76497, 'pish': 76498, 'entereth': 76499, 'wow': 1315, 'pisa': 48357, 'wol': 76500, 'woo': 5730, "'werewolves'": 76501, 'wok': 48358, 'guardian': 7435, 'woe': 22870, 'assistants': 15311, 'wof': 76502, 'aeons': 76503, 'santimoniousness': 76504, 'piss': 76505, 'baltar': 29612, 'catalogs': 38847, 'notoriously': 15926, 'victimized': 16084, 'scheduleservlet': 76506, 'chirin': 38848, "should'nt": 48359, 'sendback': 76507, 'archeologists': 76508, 'adores': 22871, 'technicolour': 22872, 'keaton': 2062, 'buza': 48360, "assistant'": 76509, "dragon's": 23050, 'adoree': 38849, 'adored': 10031, 'curates': 76511, 'buzz': 6241, 'shortcake': 76512, 'mercutio': 36474, "circle's": 76513, 'unmoving': 33307, 'cumulates': 76514, '30ties': 76515, 'decipher': 15312, "pack'": 48361, 'rychard': 48362, 'nickelby': 48363, 'schlatter': 38851, 'forseeable': 48364, 'karla': 38852, 'wagnerian': 22873, 'acheived': 76516, "margheriti's": 38853, 'mockingly': 48365, 'sanders': 7068, 'jesuit': 48366, 'partly': 3532, 'grillo': 76517, 'bigha': 76518, 'packs': 6507, 'packy': 76519, 'grille': 38854, 'gyppos': 76520, 'grills': 48367, 'mujde': 76521, 'overplay': 24593, 'pilgrim': 48368, 'mumbling': 13299, 'side\x97and': 76522, 'luciana': 29613, 'begetting': 76523, 'transcripts': 33308, 'icare': 48369, 'leland': 76524, 'garnier': 76525, 'hendler': 48370, 'bludgeons': 48371, 'veeeeeeeery': 76526, 'tevis': 76527, 'herein': 11217, 'geologists': 38855, 'rulers': 21475, "edward's": 38856, "'animals'": 61958, "schwartz's": 48372, 'downpoint': 76528, 'hailsham': 76529, 'clerical': 76530, 'anymore': 1624, "fiend's": 76531, "pero's": 76532, 'belong': 4878, 'estee': 76533, 'givney': 61959, 'inquisitions': 76534, 'ester': 35105, 'estes': 21476, "ipoyg'": 38857, 'optic': 33310, 'dime': 9591, 'pagemaster': 76535, 'wilson': 2610, 'backstreet': 33311, 'dims': 48373, 'cityscape': 24760, 'drippingly': 76536, 'brussels': 38858, 'luminescence': 29614, 'beowulf': 6592, 'underlies': 38859, 'cleary': 76537, 'chronicles': 6242, 'coslow': 48374, 'clears': 29615, 'goners': 76538, 'egoistic': 76539, 'canerday': 76540, 'incongruity': 24595, 'quarters': 9797, 'hehehehe': 61961, 'spatially': 40474, 'afro': 11502, 'throaty': 48375, 'dampness': 53910, 'canisters': 38860, 'cineplex': 29616, 'throats': 8877, 'daylights': 22874, 'undramatic': 33312, "'twisted'": 76541, 'transformation': 4335, "'little'": 48376, 'thug\x85': 76542, "clyde'": 76543, 'evaluate': 13710, 'characterise': 76544, 'bonneville': 55648, 'tiring': 13300, 'enthusiastically': 12477, 'sholey': 55894, 'inciting': 30385, "'r's": 76545, 'tinkered': 76546, "okada's": 38861, 'katharyn': 76547, 'ekland': 38862, 'submission': 11803, 'moira': 38863, 'camerini': 76548, 'resorted': 22875, 'donny': 29617, 'actives': 76549, 'strife': 14206, "'beginning": 76550, 'bbc': 2983, 'provoking': 2905, 'donna': 4204, 'lamppost': 76553, 'minced': 48377, "etzel's": 48378, 'missus': 29618, 'nuttiest': 76554, 'lathe': 76555, 'outnumber': 38864, "badly'": 76556, 'trends': 15928, 'entwining': 48379, "lea's": 76557, 'trendy': 9029, 'inarticulate': 22726, "'fairhaired": 76558, "gorris'": 48380, 'whitlock': 48381, 'aneta': 20250, 'civilization': 4704, 'sported': 34462, 'pushers': 76560, 'deducts': 76561, 'lanoire': 76562, 'almghandi': 45793, 'hypocritical': 13711, 'colonization': 54467, '2257': 80167, 'redundancies': 48382, 'alleyway': 33313, 'sinkers': 76565, 'pitchers': 76566, "honchos'": 76567, 'abroad': 8714, 'psychoanalyzing': 76568, 'perf': 86475, 'faith': 1801, 'disrobed': 76569, '1ton': 76570, 'portico': 76571, 'deadringer': 76572, "gamestop's": 76573, 'trucking': 76574, 'alderich': 76575, 'perk': 21477, 'umpteenth': 22876, 'macnee': 76576, 'wwwaaaaayyyyy': 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'languishing': 29619, 'sharing': 5795, 'seethe': 76606, "coalition's": 76607, 'lettieri': 28946, 'willes': 76608, 'cotton': 11804, 'enquires': 76609, '\x96sensitive': 76610, 'tittering': 76611, 'tito': 11504, 'bastedo': 38873, 'christoper': 48389, 'politicians': 7268, "leoncavallo's": 76612, 'kickboxing': 38874, 'tits': 7878, 'forge': 22877, 'dionyses': 68276, 'blammo': 48390, 'chacun': 76613, "bodies'": 76614, 'critiques': 21480, "palace's": 48391, 'ageless': 26306, 'saxophonists': 76616, 'vaccaro': 19161, 'critiqued': 33315, "'babban'": 54674, 'whoring': 29620, 'weightwatchers': 76617, 'tucci': 12876, 'clenched': 26862, 'heath': 7336, 'depth': 1134, "stephen's": 76618, 'clenches': 54690, "miamis'": 76619, "saber's": 76620, 'kilometre': 76621, 'washy': 26863, 'mores': 14731, 'iomagine': 76622, 'washi': 76623, "nielsen's": 48393, 'mercer': 22879, 'arin': 48394, 'matiko': 48395, 'relocates': 48396, 'aria': 29621, 'blindingly': 26864, 'arid': 22880, 'arie': 76624, 'castrati': 76625, 'ripened': 76626, "lampoon's": 12478, 'aris': 76627, 'charlus': 76628, 'relocated': 29622, 'more4': 76629, 'enslaves': 76630, 'melfi': 29623, 'flinging': 76631, 'zvonimir': 48397, 'portfolios': 38875, 'uninfected': 76632, 'prudence': 48398, 'squeaked': 76634, "more'": 76635, "'cut": 76636, 'enslaved': 19162, "bergen's": 76637, 'discouragement': 76638, "lamp's": 80179, 'mademouiselle': 76639, 'insuperable': 76641, 'tokyo': 6324, 'unexciting': 12586, 'dandyish': 76642, "weston's": 76643, "neil's": 36387, 'dilute': 48399, "palermo's": 48400, "ritter's": 17380, "errol's": 33317, "'quirky": 76644, 'suxor': 76645, "missy's": 38876, 'valet': 21481, 'pettyfer': 48401, 'experiment': 2843, 'collins': 7436, 'evilness': 27849, 'melancholy': 7879, 'focuses': 2676, '9th': 15313, 'isn’t': 51350, 'schanzer': 76647, 'focused': 2459, "oro'": 76648, 'bonser': 76649, 'vinay': 76650, 'drumbeat': 76651, 'bloopers': 20251, 'goodall': 48402, 'kissinger': 26865, 'noisily': 76652, 'coddling': 33318, 'recognizably': 24597, "'studying": 76653, "bare's": 76654, 'antecedents': 76655, 'shoddily': 26866, 'juries': 48403, 'sicily': 24598, 'portals': 38877, 'paralleled': 40782, 'stupider': 13302, "'flashy'": 55909, 'hoochie': 76657, 'funhouse': 19163, 'unneccesary': 76658, 'characterful': 76659, "'vtm'": 76660, "'modern'": 34633, 'shamoo': 76661, "1959's": 76662, 'reflects': 5610, 'belgian': 12877, 'westerberg': 76663, 'don´t': 13712, 'amiche': 80185, 'darting': 38878, 'weened': 76664, 'thugees': 38879, 'inattentive': 76665, 'irit': 36388, 'panabaker': 76666, "manny's": 68290, 'travola': 76667, 'donut': 21482, 'infinitesimal': 76668, 'vexatious': 76669, 'thirsting': 76670, 'halloweed': 76671, 'polyamorous': 87618, 'halloween': 2192, 'inconsistent\x85': 76672, 'escapee': 26867, "dumont's": 76673, 'suds': 33321, 'triangle': 5926, 'darkening': 76674, 'protiv': 76675, 'northerners': 47993, 'slayer': 12516, 'boasting': 17381, 'locates': 44511, 'vibe': 8246, 'campers': 10240, 'neurotic': 5958, 'enactments': 26869, 'located': 6166, 'elliptical': 24600, 'deplore': 76677, "'fartman": 76678, 'worsle': 76679, 'cobwebs': 21484, 'furiously': 33322, 'thee': 13713, 'billows': 76680, 'zowee': 76681, 'hashed': 24429, 'chiefs': 22881, 'unclassifiable': 55066, "escape'": 76684, 'prance': 26870, 'convientantly': 61984, 'hashes': 76685, 'flagrantly': 26872, 'flashier': 38881, 'intersplicing': 76686, "enactment'": 76687, "critic's": 20252, 'kaite': 76688, "connery's": 16171, 'roubaix': 48405, 'billyclub': 76689, 'keeling': 76690, 'goombaesque': 76691, 'bathing': 9592, 'submachine': 48406, 'farell': 48407, 'jacqui': 76692, 'herredia': 76693, 'nyt': 76694, 'brittle': 29625, 'ís': 76695, 'jacque': 76696, 'bedsheets': 41782, 'litreture': 76697, 'assesd': 61985, 'fountained': 76699, "stooge's": 48408, 'grahm': 76700, 'youngster': 14733, "hanna's": 22882, 'sardonically': 38882, 'enshrine': 76701, 'rememberances': 60011, 'outshone': 76703, 'koreans': 17382, 'wildsmith': 76704, 'zagreb': 76705, "rosemary's": 7539, 'freinken': 76706, 'castrol': 76707, 'modernistic': 76708, 'nyc': 4841, "'miracles'": 48409, 'winkleman': 76710, "magazine's": 38883, 'mods': 33323, 'adjournment': 76712, 'bleeder': 76713, "'bub'": 76714, 'mode': 5437, 'steadman': 48410, 'ashitaka': 76715, 'commonwealth': 48411, 'hedonist': 45799, "'anywhere": 76716, 'joyce': 12878, 'inverted': 29627, 'climatic': 7751, "silliness's": 76717, 'willfulness': 76718, 'galitzien': 76719, 'nacion': 76720, 'inverter': 76721, 'lalala': 76722, 'misdemeaners': 78684, 'secretly': 4546, 'altron': 76724, 'photowise': 76725, 'imparting': 49609, 'activism': 22883, 'criminally': 9593, 'ricky': 6959, 'characters\x97the': 76726, "savini's": 38884, 'activist': 11805, 'minelli': 17383, 'wich': 21486, 'underpinned': 26873, "velda's": 76727, 'ricki': 55240, 'achievements': 7752, 'screamers\x85hamburger': 76728, 'trashy': 4370, 'negron': 48413, 'reacts': 12479, 'diagonal': 33324, 'demofilo': 76729, 'ancestry': 15314, 'advisor': 29628, 'spradlin': 48414, 'drowning': 7880, 'chritmas': 76730, 'bernsen': 8128, 'routh': 24602, 'theese': 76731, 'makavejev': 76732, 'route': 5731, 'diminished': 15930, 'keep': 398, "rick'": 76733, 'keel': 29629, 'diminishes': 16608, 'austin': 5210, 'shoehorn': 29630, 'incarnate': 21487, 'amrutha': 76734, 'christoph': 48415, 'nickolodean': 48416, 'possessing': 13714, 'sex\x96a': 76735, "havilland's": 76736, 'pharisees': 48417, 'meditteranean': 76737, "douglas's": 29631, 'twomarlowe': 76738, "clinton's": 38885, "stick's": 76739, 'sumatra': 33325, 'banquo': 76740, 'annuder': 55330, 'quantrell': 76742, 'circulate': 35302, 'jugde': 76743, 'dizzyingly': 76744, 'lighters': 29632, 'visser': 76745, 'fuzzy': 7069, 'herself': 762, 'ditsy': 18201, 'snowhite': 76746, 'mellissa': 76747, 'spurn': 76748, 'arminian': 76749, 'churlish': 33326, 'rosza': 35311, 'photograpy': 55387, 'spurt': 38886, 'yawner': 26874, 'providing': 3757, 'spiritedness': 48419, 'supplanting': 76750, "'attributes'": 76751, 'borden': 20253, 'dalian': 76752, 'gratingly': 33329, 'dogmatically': 76753, 'brella': 76754, 'unchanged': 33330, 'rebb': 74322, 'hairstylist': 76756, 'austen´s': 38887, 'beefs': 48420, 'cringeworthy': 20254, 'beefy': 26875, 'ny5': 76757, 'border': 3620, 'vison': 76758, 'q': 3888, 'sprinkles': 38888, 'sprinkler': 38889, "2400's": 76759, 'unadulterated': 24604, 'gunner': 15315, 'chiaroschuro': 57532, 'huckabees': 48421, 'sprinkled': 10966, 'pretentiously': 24605, 'dogpile': 76760, 'gunned': 16610, 'visor': 33331, "yoshitsune's": 48422, "galadriel's": 76761, 'newpaper': 76762, 'halima': 48423, 'plugging': 26876, 'resplendent': 48424, 'hassan': 30395, 'montana': 4746, 'mplayer': 48425, 'montand': 20255, 'golnaz': 76763, 'adien': 76764, 'cockney': 8547, 'montano': 24606, "gibson's": 16611, "in'85": 80742, 'slovik': 26877, "phillippe's": 76765, 'snickering': 26878, 'proceedings': 3917, '\x97': 6865, 'definatey': 76766, 'demonization': 76767, "lacan's": 48426, 'businessman': 5021, 'bordeaux': 48427, "falls'": 34467, "special's": 55487, 'grovelling': 67837, 'knuckleface': 48429, 'stickney': 33332, '12m': 48430, 'unfathomable': 13303, 'unfathomably': 76769, '12s': 76770, 'reclaiming': 48431, 'hollywoods': 33333, "'jacques": 76771, "anderson's": 10332, 'hadj': 58604, 'idiocies': 35336, 'wreak': 13304, 'reactive': 48432, 'ethan': 4626, 'equivalents': 48433, 'surfs': 38892, "mcdowall's": 76772, 'fernandina': 48434, "'ballplayer'": 76773, 'adherent': 76774, 'flagstaff': 48435, 'crumbling': 13715, '120': 14734, 'boheme¨': 76775, 'feeney': 55563, '123': 38893, '125': 38894, 'kiefer': 13716, '127': 76776, '128': 38895, '\xa0': 43893, 'custume': 68311, 'viewership': 74329, 'marvels': 29634, 'dewanna': 76777, 'parlors': 33334, 'jasmin': 48437, 'impounding': 76779, "surf'": 76780, 'lancré': 38897, "hollywood'": 76781, 'zuniga': 14735, 'valderrama': 76782, 'navarre': 76783, '®': 61999, 'preach': 10967, 'perpetrator': 17384, 'papapetrou': 76784, 'prayers': 16919, 'bacchan': 48439, 'funes': 48440, 'capitalists': 20256, 'irena': 48441, 'parapluies': 76786, 'legacy': 5153, 'yugoslavia': 10717, 'parnell': 26879, 'jarhead': 48442, 'unearth': 48443, 'overruse': 55610, 'luv': 33335, 'lux': 33336, 'joys': 11218, 'luz': 38898, 'antonio': 6249, 'luc': 8548, 'lue': 76787, 'correctly': 5022, 'lug': 33337, 'chipmunks': 55631, 'flicks': 1551, 'lul': 76788, 'franchises': 22086, 'attention': 689, 'barreling': 76789, 'munching': 17385, 'foreshadow': 22090, 'yuko': 80205, 'squads': 29635, "fox'": 50160, 'distribution': 5002, "crypt'": 68315, 'interpretations': 7540, 'suchet': 22884, 'slight1y': 76791, 'disobeyed': 55027, "flick'": 26880, 'angharad': 76792, 'miscategorized': 76793, "kristofferson's": 20257, 'appraise': 62002, "survivor's": 41972, 'crewmemebers': 76794, 'detrimentally': 76795, 'limitlessly': 76796, '8217': 76797, 'individuation': 76798, 'baleful': 33342, 'shemp': 12879, 'cohere': 38899, 'crystalline': 38900, "'munchausen'": 76799, 'fitzroy': 76800, 'disintegrate': 29636, "'lucky'": 76801, 'frenetically': 38901, 'telemundo': 24608, 'bianchi': 33343, 'minimise': 38902, 'maia': 32411, 'darkling': 25082, '“mr': 76802, 'sepoys': 76803, 'digged': 76804, 'kicky': 76805, 'weidstraughan': 76806, 'kicks': 3412, 'bearcats': 76807, 'ins': 7664, 'digger': 11807, 'digges': 76808, "'hate": 76809, 'novel': 664, "zantara's": 38903, "tiger's": 48446, 'asexual': 76810, "moodysson's": 76811, 'rohauer': 76812, 'stromboli': 48447, 'chamas': 76813, 'dabbi': 76814, 'morvern': 15316, 'resident': 4924, 'unsavory': 13531, 'applecart': 68320, "nesmith's": 76817, 'gabbled': 55822, 'lambs': 10718, 'quirkiest': 76818, 'putsch': 76819, "'acting'": 24609, 'anachronism': 18203, 'molinaro': 48448, 'anesthesia': 21601, 'barfuss': 48450, "'cinema'": 76820, 'kingly': 76821, 'wakeup': 76822, 'jesse': 3506, "awakening'": 76823, 'asano': 13719, '6million': 76824, 'haranguing': 38904, 'effusively': 48451, 'absorb': 13305, "schifrin's": 76825, 'hillermans': 76826, 'outcasts': 19168, 'paycheck': 7936, 'mech': 26881, 'awakenings': 38905, 'modeled': 15317, 'flattop': 48452, 'flexing': 48453, 'energizer': 76828, 'balaun': 80210, 'neise': 48454, 'seul': 76829, 'underdog': 9594, 'accurate': 1860, 'miracolo': 76830, 'mindgames': 76831, "rwint's": 76832, 'sweey': 76833, "richter's": 61448, "pilgrimage's": 76834, 'snicker': 15318, 'semitism': 21490, "'dreamtime'": 76835, 'nath': 17387, 'nato': 33345, 'unbeknownest': 48456, 'tacular': 48457, 'nate': 33346, 'intimated': 38906, 'bailor': 76836, 'wastebasket': 38907, 'hinglish': 33347, 'rebelliously': 61782, 'anansie': 76837, 'sequencing': 33348, 'bukowski': 29638, 'prominent': 5732, 'sissi': 24610, 'alternatively': 21491, 'meltingly': 76839, 'backlot': 33349, "kill's": 29639, 'sissy': 5211, 'bonzos': 76840, "'dress": 76841, 'fiancè': 76842, "'kolchak'": 33350, "stranger's": 48459, 'greenlit': 33351, 'trammell': 33352, 'herbie': 14736, 'jasminder': 76843, "sonny's": 80213, 'frisbee': 33771, 'incubus': 12158, 'jouissance': 24611, 'liking': 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'hy': 76864, 'hokeyness': 76865, 'sunbacked': 76866, 'hr': 29644, 'mucked': 76867, 'masque': 87400, 'hq': 26883, 'ht': 56167, 'hu': 76870, 'prophecies': 15931, 'hk': 5438, 'víctor': 53149, 'ho': 3818, 'hm': 26884, 'hb': 29645, 'overflow': 38909, 'ha': 2677, 'hf': 21494, 'hg': 21495, 'crouther': 54262, 'crocky': 33356, 'routs': 76872, 'pucky': 68333, 'everybodies': 66167, 'forrests': 48469, 'wingtip': 76873, 'smorsgabord': 76874, 'katzenjammer': 76875, 'broads': 38910, 'carriage': 15932, 'aflac': 76876, 'offstage': 33357, "'musketeers": 76877, 'thnks': 76878, "bai's": 51789, 'redeems': 11808, 'maury': 33358, 'messerschmitt': 48470, 'weasing': 76879, 'twist': 1006, 'maura': 76880, 'mauri': 76881, 'nookie': 38911, 'mauro': 76882, 'proyas': 76883, 'infatuated': 13306, "'additional": 76884, 'trekkies': 33359, 'crummy': 9799, 'fledgling': 26885, 'giri': 48471, 'disposing': 17390, "yolanda's": 76885, "'wuthering": 74357, 'nausica': 76886, 'howit': 76887, 'goddawful': 68334, 'insults': 6243, 'inescapably': 38913, 'pheiffer': 48472, 'pathways': 76888, 'teacups': 76889, 'camazotz': 26886, 'curbed': 76890, 'macdowel': 76891, 'virtuously\x97paced': 76892, 'dinoshark': 48473, 'gallactica': 33360, "horticulturalist's": 76893, 'sickos': 51273, 'junglebunny': 76894, 'nightwatch': 62017, 'machiavelli': 48474, 'coys': 48475, 'medevil': 76895, 'cleve': 76896, 'haralambopoulos': 66600, 'ticketed': 62018, 'henriksons': 76897, 'blogg': 76898, 'aestheticism': 76899, 'funereal': 76900, "'ewwww": 76901, 'cinch': 76902, 'perrine': 51147, 'cinci': 76903, 'dynamic': 3918, 'gottschalk': 29646, "widen's": 74359, 'straws': 20762, 'aristidis': 48477, 'bufford': 24612, 'fredrik': 76906, 'bestowing': 76907, 'korman': 18208, "buccaneers'": 76908, 'remodeled': 76909, 'zavet': 76910, 'unclad': 74362, 'pedopheliac': 76911, 'pascualino': 76912, 'nourishes': 76913, 'rescue': 2229, 'downstream': 33361, 'railways': 33362, 'flashpoint': 29648, 'unico': 62020, 'entitlements': 76914, "settle's": 76915, 'enfolds': 76916, 'reforms': 33363, 'outdoing': 48478, 'elocution': 33364, 'peva': 48479, 'alpine': 48480, 'operetta': 24613, 'sangre': 38914, 'molesting': 18625, 'waldo': 20261, 'naturalist': 48481, 'companies': 5154, 'solution': 4785, 'frozen': 7247, 'mopped': 76918, 'cholesterol': 76919, 'risibly': 76920, 'uncooked': 76921, 'unstrained': 76922, 'washout': 38915, 'naturalism': 15933, 'favoured': 24614, 'uncovers': 13720, 'dogmas': 48482, "'mime'": 76923, 'lavender': 21496, 'orifices': 38916, 'sverak': 76924, "scream'": 76925, 'lightpost': 68338, 'neo': 4065, 'nel': 33365, 'spouses': 15934, 'neg': 56428, 'ned': 2928, 'nee': 76927, 'nec': 76928, 'nea': 24615, 'shamefacedly': 76929, "duval's": 76930, 'nez': 76931, 'starblazers': 80229, 'ney': 26887, 'new': 159, 'net': 5781, "'tacky'": 62026, 'ner': 76932, 'nes': 38918, 'harbors': 16614, 'cogburn': 76933, 'mamas': 48483, 'healthily': 48484, 'screams': 3808, 'hempstead': 76934, 'filbert': 76935, 'minnelli': 7148, "may've": 76936, 'tautly': 76937, 'capulets': 76938, 'sogo': 24809, 'interpret': 9595, 'maman': 15319, 'recessive': 38919, "montazuma'": 76939, 'spokane': 76940, 'cindi': 76941, 'roflmao': 48485, "harbor'": 76942, 'omar': 7273, 'cindy': 7149, 'speeded': 19264, 'dinasty': 76943, 'adolescents': 14208, "olphelia's": 76944, 'smedley': 48487, 'spurted': 76945, '100yards': 76946, 'megahy': 76947, "acd's": 76948, 'series\x97all': 76949, 'counts': 5439, 'euripides': 26888, 'recomment': 76950, 'ratty': 38920, 'pudgy': 24616, "blondie's": 76951, "'cat'": 67689, 'typo': 33366, 'recommend': 383, 'gilding': 76952, 'type': 549, 'menijèr': 76953, 'cooder': 76954, 'sookie': 14737, "'extra": 76956, 'reichter': 76957, 'pinfall': 56558, 'kgb': 14738, 'rimless': 76958, "rafael's": 62031, 'dilettantish': 76959, "5'7": 76960, 'moulded': 31126, "5'5": 76962, 'napper': 76963, 'ministry': 18210, 'spec': 80232, 'satanically': 76964, 'suggestive': 9596, "mastana'": 76965, 'sizzles': 33367, 'stagnated': 48489, 'poupard': 76966, 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'thermos': 48562, 'christmass': 77251, "'king'": 48563, 'munchausen': 33409, 'hubris': 29666, 'wallet': 10722, 'waller': 35799, 'growing': 1787, "goldworthy's": 77252, "'romance'": 48564, 'niceness': 77253, 'sensate': 77254, 'crazy': 929, 'gilber': 77255, 'coghlan': 58278, 'bottomline': 33410, 'overzealous': 21504, 'sphere': 16800, 'orgia': 77257, 'grainer': 77258, 'inseparability': 77259, 'craze': 12882, 'reoccurring': 30507, 'shashonna': 38967, 'flairs': 62076, 'inundated': 48566, 'definatley': 48567, 'sword': 2551, 'swore': 22905, 'puri': 10483, 'sworn': 16236, 'pathway': 48568, 'cowered': 77260, 'misrepresented': 26902, 'brontëan': 77261, 'praiseworthy': 22906, 'grod': 77262, "lachman's": 77263, 'perfidy': 48569, 'gelatin': 77264, 'notrious': 77265, "tet's": 26903, 'youthfully': 77266, 'grow': 2303, "agenda's": 58363, 'relinquish': 77267, 'aimless': 10723, 'outline': 6561, 'leatherface': 22907, 'facile': 16619, 'gollum': 20270, 'inmho': 77269, 'burmese': 77270, 'permed': 38969, 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'schoolmate': 33973, 'dimes': 77770, 'unsatisfied': 10972, 'novak': 5766, 'reguards': 77771, 'gentil': 82124, 'chomp': 29700, 'layouts': 77772, 'nests': 77773, 'skeet': 18225, 'doctrines': 48739, 'wahoo': 77774, 'speckle': 48740, 'nivens': 48741, "depardieu's": 31687, 'foremans': 77775, "'overrated": 63891, 'manufactured': 10247, 'kayaker': 77776, 'nacho': 11224, 'nachi': 48742, "nest'": 77777, 'notable': 2875, "'communist'": 77779, 'baring': 21523, 'flagellistic': 77780, "lovely'": 39044, 'nacht': 77781, 'remark': 7756, "eating'": 61631, 'biographies': 15951, 'stalky': 77782, 'kvell': 61638, 'rueful': 77783, 'slaving': 48744, 'sightly': 77784, 'named': 770, 'liqueur': 77785, 'trachea': 77786, 'baskets': 29701, 'names': 1430, 'damagingly': 48745, 'resets': 77787, 'chilly': 14631, 'staple': 10248, 'malamaal': 77789, 'seamless': 13733, 'armpitted': 68496, "'where": 23279, 'oils': 77791, 'fdny': 33470, 'themselves': 530, 'weybridge': 86695, 'oily': 22933, 'moved': 1678, "name'": 33472, "foch's": 48747, 'brutus': 39045, "vallette's": 77792, 'thatch': 26938, 'timecode': 61740, "basket'": 48748, 'mascouri': 77793, 'harvest': 11510, 'eloquent': 13417, 'dozes': 52721, 'thickies': 77794, 'hra': 77795, 'wittenborn': 39046, 'hicks': 11556, 'instantaneously': 40505, 'unreal': 4925, 'praise': 2819, 'crocker': 33473, 'lickerish': 77797, 'crocket': 77798, 'admiralty': 77799, 'tarantino': 5733, 'anspach': 45866, "krabbe's": 48749, 'proportions': 8723, 'superdome': 22934, 'spearheads': 77800, "'fault'": 77801, 'reconstructed': 33474, 'justifications': 29702, 'miniguns': 77802, "'culture": 77803, 'daring': 3919, 'bringsværd': 39047, "purbbs'": 77804, 'winners': 8724, 'villainously': 77805, 'solidify': 51411, 'fufils': 77807, 'buildings': 4505, 'malkovichian': 77808, 'specifications': 24673, 'fran': 20287, 'facebuster': 39048, 'philosophy': 4033, 'bothered': 2624, 'frau': 39049, 'unmasks': 43846, 'wittiness': 27503, 'fufill': 61836, "did'nt": 19189, 'extravaganzas': 29704, "close's": 48750, 'devotion\x85': 77810, 'zomezing': 77811, "villain's": 17409, 'ignite': 24674, 'gunrunner': 77812, 'miiko': 39050, 'telephoning': 77813, 'houswife': 77814, 'alacrity': 77815, 'bunce': 77816, "kinda'": 33475, 'bunch': 759, 'dirtiness': 61895, 'recasted': 79312, 'ld': 48880, 'le': 3455, "domination'": 39051, 'faschist': 64886, 'lo': 7757, 'll': 8725, 'lm': 77818, 'lk': 77819, 'lh': 77820, 'poeple': 61909, 'lv': 39052, 'lt': 8883, 'kamaal': 56089, 'vivant': 39053, 'ls': 77821, 'lp': 39054, 'extinguishers': 29705, 'criminal': 1673, 'spreading': 10037, 'ly': 39055, 'nofth': 62171, 'paxson': 48751, 'kabuliwallah': 77822, 'swordfish': 33476, 'muddle': 18227, 'unstylized': 77823, "'buddy": 43878, 'buah': 33477, 'camillo': 77825, 'strive': 11817, "l'": 77826, 'airports': 39057, 'roughs': 77827, 'cuffed': 77828, 'zanes': 77829, 'lingerie': 21524, 'l2': 61974, 'l0': 77830, 'l1': 77831, "ittenbach's": 48753, 'gazing': 16630, 'mcpherson': 34026, 'benacquista': 61986, "unisols'": 77832, 'riverdance': 48754, "'organisation'": 77833, 'marius': 18228, 'fondle': 26939, 'whiteboy': 77834, 'announcer': 15333, 'announces': 10249, "mommy's": 33478, 'erector': 77835, 'wrist': 11819, 'wholly': 5025, 'wisecracking': 14223, 'nudeness': 87780, 'fondly': 11818, 'marvelled': 77836, 'announced': 7545, 'hedged': 48755, 'attourney': 48756, 'apologetically': 48757, 'sodomised': 77837, 'tact': 24676, 'payroll': 20288, 'gasmann': 77838, 'successions': 77839, 'bleek': 29706, 'gackt': 7758, 'unmemorable': 17410, 'militarist': 77840, "'yash": 77841, 'likelihood': 15952, 'bleed': 7341, "studios'": 20289, 'fightfest': 48758, "coop's": 33479, 'widowhood': 48759, "domergue's": 28467, 'deprived': 14224, '498': 77842, 'overweening': 48761, 'monaghan': 13734, 'slurpee': 68509, 'retain': 9713, 'surnow': 77843, 'retail': 19190, 'deprives': 77844, 'indiain': 48762, "babe's": 39059, 'rudely': 22935, 'finest': 1882, '1889': 77845, 'taco': 27489, 'finese': 77847, 'viscontis': 77848, 'alleys': 17411, 'facie': 48763, "'aussie'": 77849, 'hypocritic': 77850, 'earps': 77851, 'pamphleteering': 77852, "scenes'": 39060, 'monkey': 3603, "bennet's": 77853, 'elizabethan': 22936, 'vulgar': 5214, 'pots': 48764, "bull's": 77854, "adela's": 64611, 'blakely': 39062, 'hytner': 77855, 'downey': 5321, 'teethed': 77856, 'messing': 6760, "'giant": 77857, 'pota': 22937, 'dutta': 29707, "alley'": 39063, 'unfurls': 69689, 'ishoos': 77858, 'pffeifer': 77859, "'studio": 48766, 'writhe': 26940, 'kermode': 77860, 'mantelpiece': 77862, "future's": 77863, "'writers'": 77864, 'boobie': 48767, 'decisive': 27505, "emo's": 77866, 'scenese': 77867, 'izod': 77868, 'pointers': 33480, 'nanobots': 77869, 'izoo': 77870, 'cucumbers': 88017, 'chats': 26941, 'wakes': 5272, 'jinks': 24677, 'bisexual': 15334, 'chicas': 48768, 'tidy': 13735, 'rache': 77871, 'deterred': 20968, 'tide': 7884, 'waked': 39064, 'comfortably': 13316, 'countryman': 33481, 'looniness': 77872, 'keener': 14750, 'extremal': 77873, 'aladdin': 24678, 'billiards': 77874, 'gravity': 8727, 'linton': 62230, 'provokes': 13736, 'konkana': 21525, "'smart'": 77876, 'schnitzler': 77877, 'gory': 2204, 'provoked': 16631, "'burbs": 77878, 'genderbender': 36442, 'reciting': 14225, "'marianne": 77879, 'tenure': 26942, 'tripod': 16780, 'handbag': 29709, 'tooms': 62268, "pinter's": 77881, "hilter's": 48769, 'enthusiastic': 6512, 'grizly': 77882, 'callers': 39066, 'zfl': 77883, "'care'": 48770, 'charley': 11511, 'catalina': 19191, "'mill": 77884, 'karyn': 21527, 'karyo': 39067, 'supported': 5064, 'pussy': 14785, "teodoro's": 48771, 'eurythmics': 62312, 'theakston': 77886, 'charlee': 62318, 'velociraptor': 48772, 'traipses': 77887, "posey's": 18230, 'reeling': 15335, 'petrillo': 77888, 'loafers': 26943, 'unable': 2100, 'ambiguity': 7342, "older's": 77890, 'workaholics': 77891, 'pharmacology': 77892, 'appearences': 77893, 'aforementioned': 3555, "shearer's": 48773, "selden's": 62181, "'saving": 48774, 'strove': 29711, 'project”': 62374, 'pequin': 77895, 'motherhood': 21528, "gadget's": 19192, "darryl's": 77896, 'wormholes': 48775, 'cachet': 48776, 'pertains': 39068, 'conform': 20290, 'colorizing': 77897, 'adequate\x97and': 77898, "marylin's": 77899, 'puddle': 12166, 'asides': 17412, 'clunkier': 48777, 'vereen': 29712, 'schtupp': 77900, 'wc': 43945, 'gaddis': 77901, 'pedigree': 15953, 'literati': 77902, 'maddox': 21529, 'literate': 11513, 'melvyn': 6594, "irwin's": 39733, 'kasumi': 77903, "'cursed'": 77904, 'sheepishness': 77905, 'dismaying': 48778, 'brentwood': 29713, 'misinterprets': 77906, 'junkies': 15336, 'mammaries': 39069, 'easthamptom': 77907, "cindy's": 77908, 'easthampton': 48779, 'implementing': 77909, "matata'": 39070, 'hopewell': 77910, "'still": 39071, 'buddhas': 77911, 'buster': 5322, 'freely': 10250, "daniela's": 85280, 'attributed': 9805, 'fulfilled': 10251, 'assure': 7546, 'insidious': 24679, 'barretts': 62506, 'attributes': 9032, 'mcconnahay': 62187, 'captioning': 29714, 'namba': 48780, 'shvollenpecker': 77913, 'overcoat': 26945, 'teasing': 14751, 'caverns': 33483, 'brennan': 9033, 'commend': 12888, "'wholesome'": 77914, "mikimoto's": 77915, 'pratfalls': 19193, 'pouring': 10489, 'doordarshan': 62553, "watcher's": 83749, "lancaster's": 29716, 'tuous': 77916, "split'": 77917, 'nambi': 77918, 'vincenzio': 62566, 'paratroops': 77920, 'pravda': 62572, 'juggler': 77921, 'chauffeurs': 48782, 'reasonings': 77922, 'aubrey': 19194, 'foes': 14752, 'gliss': 62580, 'giallio': 77924, 'airplanes': 16632, 'sulphuric': 62589, 'donen': 26946, 'napoleon': 10490, 'dolphy': 77927, 'holiday': 3179, 'splits': 17413, 'dolphs': 77929, 'splitz': 77930, 'value': 1104, 'tarman': 65094, 'instigated': 26947, 'spookily': 39244, 'backslapping': 77931, 'permeate': 22938, "m'boy": 77932, 'inflicts': 25941, 'respected': 4970, 'arabia': 15954, 'arabic': 11128, "skull's": 77934, 'strummer': 20291, 'rawal': 14227, 'defiant': 16633, 'brightened': 48783, 'hare': 10994, 'tumbling': 18232, 'jeffreys': 77935, 'tiempo': 22939, 'zorro': 6966, 'worzel': 62191, 'meyler': 77936, 'croissants': 77937, "'saga": 62702, 'kimberley': 77939, 'obstructs': 77940, 'kidnappings': 26948, 'weapon': 3192, 'shiraki': 39073, 'creators': 3681, 'usual': 641, 'ignatius': 39074, 'coaster': 5497, 'fumiko': 48785, 'coasted': 39076, 'underlying': 5026, 'dakota': 10252, 'protecting': 9034, 'boundries': 48786, 'badham': 48787, "stitch''s": 77941, 'yawneroony': 77942, 'oddness': 19195, 'eurpeans': 77943, 'winchester': 5826, "sequence's": 48788, 'passively': 24680, 'nasties': 19196, 'nastier': 24681, 'tgmb': 77944, 'forbes': 8728, "bernice's": 77945, 'snoopers': 36525, "infant's": 77946, "age'in": 77947, 'incarnations': 15337, 'petrochemical': 77948, 'longorria': 77949, 'gulped': 77950, 'lockjaw': 42942, "billy'": 48789, 'isenberg': 77952, "haggerty's": 77953, "'reverend": 48790, 'poetics': 77954, 'collaring': 77955, "zeffirelli's": 22940, 'edit': 5323, "fudd's": 48791, 'downplaying': 77956, "aficionado's": 77957, "dantes'": 77958, 'infiltrates': 33484, "'fake'": 77959, 'interludes': 12889, 'holies': 77960, 'holier': 24682, 'associação': 77961, 'paternalistic': 48792, 'infiltrated': 39077, '¨the': 77962, "'wizard": 49502, 'supportive': 8884, 'arvide': 77963, "alliance's": 77964, 'joachim': 33485, "'preservatives'": 77965, 'flaunts': 78847, 'picture\x97he': 77966, 'ah56a': 77967, 'chowdhry': 77968, 'gimped': 48793, 'slight': 3379, 'aster': 39078, 'vengeant': 77969, 'screenwrtier': 61528, 'paresh': 11295, 'guff': 28529, 'deepti': 24683, 'simpley': 77970, 'hospitable': 31816, 'periodically': 13737, 'simpler': 8964, "'superfluous'": 62922, 'inconsiderate': 29717, 'rationing': 19197, 'sánchez': 48794, 'flatmates': 77971, 'follies': 33486, 'thuds': 77972, 'flake': 62940, 'decimate': 77973, 'econovan': 62946, 'priests': 9035, 'fearless': 11226, 'miscast': 3223, 'kayàru': 77974, "hartley's": 8720, 'oughts': 48795, 'dubois': 77975, 'submits': 39082, 'demonstrable': 77976, 'chestnut': 24850, 'baloopers': 77977, 'doesnt': 13739, 'oughta': 33487, 'naturalizing': 77978, "zealander's": 77979, 'puked': 29718, 'legends': 5734, 'firefighter': 15339, 'macintosh': 22671, 'tenchu': 26951, 'ransacking': 48797, 'excorcist': 48798, 'filmmmakers': 77981, 'solicitors': 77982, 'santas': 39083, "simms'": 48799, 'memphis': 17414, 'partially': 5899, 'woodsman': 39084, 'wise': 1564, 'wish': 654, 'variations': 9806, 'acuity': 46331, "legend'": 63055, 'becoems': 77983, 'stinson': 77984, "amsterdam's": 77985, 'penetrating': 17415, "siskel's": 63070, 'rabbits': 15340, 'whoah': 77987, 'brochures': 77988, 'enlists': 14753, 'stanojlo': 77989, 'swordfight': 48800, 'collier': 29719, 'mysteriously': 6967, 'moppets': 48801, "miramax's": 77990, 'sleepwalking': 13317, 'continually': 5888, 'opinon': 39086, 'reincarnations': 33488, 'assesment': 77991, 'albertson': 39087, 'redden': 77992, 'puzzlement': 33489, 'swiztertland': 77993, 'traumatic': 7759, 'draught': 77994, 'detractors': 13740, 'bundle': 21883, "rabbit'": 77996, 'humperdinck': 48802, 'spreader': 77997, 'thumping': 20292, 'seismic': 48803, 'mediocrities': 77998, 'acknowledgment': 39088, 'resolution': 3470, 'baker': 3368, 'processed': 23076, 'mancini': 33559, 'hikes': 63174, 'wryly': 33490, 'caste': 17416, 'baked': 8249, "'missed": 43765, 'manawaka': 39090, 'hats': 6085, "ludlum's": 39091, 'hath': 39092, 'slogs': 78000, 'manfredini': 45990, "tamblyn's": 78001, 'hate': 781, "'unfolds'": 63212, 'thinnest': 39093, 'thinness': 78002, 'informality': 78003, 'sacarstic': 78004, 'quicktime': 48804, "'threat'": 78005, 'confetti': 78006, "hat'": 44258, 'mamoru': 26952, "thinnes'": 78007, 'publicly': 13741, 'ísnt': 78008, 'vitriolic': 39094, 'schmoke': 48805, 'relics': 21530, 'ait': 48806, 'donners': 78009, 'degeneracy': 78010, 'enjoy': 355, 'strivings': 63305, 'sammie': 48808, 'scribbled': 48809, 'windbag': 62208, 'shining': 3534, "shekar's": 78011, 'serges': 86743, 'outkast': 38489, 'beaten': 3604, 'sudio': 78013, 'unreality': 26953, 'abides': 63340, 'beater': 39095, 'zesty': 29720, 'sudie': 78014, "2480's": 78015, "japan'": 78016, "stiles'": 39096, 'accidentee': 78017, 'ulterior': 18234, 'corralled': 78018, 'studio': 1179, "ingenue's": 80882, 'shortness': 29721, '2046': 78020, '2047': 78021, '2044': 78022, 'electrolysis': 78023, '2040': 78024, "fred's": 24686, "'enjoy'": 48810, 'affective': 39097, 'mantis': 78025, 'fulltime': 78026, "'sympathetic": 62211, 'abolition': 39098, "jen's": 78027, 'spacetime': 78028, "'fountain": 78029, 'done\x85': 78030, 'loooove': 78031, 'ambulances': 48811, 'ridiculed': 14754, 'resurrected': 10253, 'oldfish': 48812, 'reawakened': 48813, 'mcgorman': 78032, "ritchie's": 18235, "cheh's": 29722, 'erected': 20293, 'sorrows': 15696, 'viscera': 26954, 'ridicules': 16634, 'jianxiang': 78034, 'atley': 78035, 'freke': 78036, 'lessening': 78037, 'gialli': 16635, 'bayou': 48814, 'raids': 25999, 'atlee': 48815, 'boomed': 78039, 'blather': 78040, 'iceholes': 48816, 'robbins': 5660, 'intercuts': 33493, 'willowbrook': 78041, 'boomer': 19845, 'chokeslammed': 78042, 'robbing': 8730, 'outdated': 5900, 'unacurate': 78043, 'tadashi': 22942, 'shoot': 1255, 'join': 2880, "gunnarson's": 78044, 'ilya': 39099, 'lankford': 48817, 'entertained': 2173, 'uberman': 78045, 'tazer': 48818, 'entertainer': 9396, "strangler's": 78046, 'liosa': 86277, 'petersen': 29726, 'realllllllly': 78047, 'dither': 78048, 'shook': 10733, 'nikopol': 48819, 'loosen': 22943, 'Álex': 62215, 'stylisation': 63513, 'chandu': 19199, 'loosed': 39100, 'muscial': 66962, 'generically': 29727, "leopold's": 78050, 'orion': 78051, "'corrective": 78052, 'loosey': 78053, 'retreaded': 78054, 'mohan': 22944, "dodes'": 48821, 'looses': 11514, 'collude': 78055, 'iggy': 78056, 'miachel': 68547, 'scarwid': 21531, 'germaphobic': 78057, 'argenziano': 78058, 'anbody': 48822, 'ancestor': 12890, "claude's": 78059, 'hench': 78060, 'scion': 78061, 'mispronounce': 78062, 'claptrap': 14228, 'alfven': 63572, 'unambitiously': 78063, "eisner's": 39101, "loose'": 78064, 'demanding': 6016, 'mest': 78065, 'mesh': 15341, 'pacinos': 48823, 'icant': 78066, 'sparkles': 17417, 'mesa': 48824, 'geographies': 78067, 'gluing': 78068, "gavin's": 39102, 'harrassed': 78069, 'spout': 15955, 'siecle': 78070, 'drecky': 48825, "agonies'": 78071, 'mucking': 48826, 'oooh': 22945, 'unglued': 78072, 'hedgehog': 33494, 'flippers': 39103, 'papamoskou': 78073, "d'alice": 78074, 'imus': 78075, 'thesis': 13318, 'pryors': 78076, 'goldenhersh': 78077, 'obscurity': 7646, 'borneo': 48827, 'theologian': 48828, 'exhibits': 10973, 'comprehend': 6682, 'alselmo': 78079, "cortez'": 48829, 'ilias': 18950, 'whips': 13742, 'sauls': 48830, 'wars\x85': 78080, 'lewton': 20294, "morbius'": 30340, 'revelations': 9397, 'dalmation': 39104, 'hierarchies': 78081, 'naturists': 78082, "troops'": 78083, "iliad's": 78084, 'notified': 29728, 'worden': 51423, "collins's": 78086, 'bunny': 5546, "superiors'": 78087, 'vacillates': 39105, 'notifies': 78089, 'lacerations': 26955, 'herakles': 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78110, 'kanefsky': 78111, '1500': 39114, 'exaturated': 78113, 'overhead': 12495, "'71": 48839, 'halleluha': 62225, 'ceiling': 8553, "'cockney'": 78114, 'herzegowina': 78115, "fugard's": 56141, "'isms'": 78116, 'western': 1007, 'tampon': 29732, 'teegra': 29733, 'babette': 21536, 'wachowski': 26957, 'bardeleben': 63908, "enough'": 56142, 'covent': 78117, 'aztec': 9036, "sociopath's": 78118, 'expo': 48840, "sharma's": 78119, 'genders': 18236, "'flash": 68561, 'lbp': 78120, 'lbs': 17418, 'acetylene': 78121, 'eloping': 78122, 'ruckus': 26958, 'torque': 39116, 'socio': 14229, 'leafs': 48841, 'luque': 23320, 'leafy': 44483, 'spade': 8384, 'sideliners': 63970, 'charel': 33498, 'grody': 78123, 'kardasian': 78124, 'harper': 13319, 'firmware': 78125, "tepper's": 78126, 'nooooooooooooooooooooo': 78127, 'oriented': 5961, "treat'": 57586, 'stiltedness': 54558, 'matchstick': 78128, 'propitious': 72767, 'grodd': 78130, 'dian': 45887, "leaf'": 78131, 'prescribes': 62226, 'overdubbed': 33499, 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'gaity': 78226, 'meyer': 7841, 'untrammelled': 78228, 'collectivity': 78229, 'claudette': 22379, 'beldan': 64683, "'mac'": 78230, 'levine': 17423, 'awed': 16307, 'surround': 7842, 'plently': 78232, 'misleading': 5325, 'genocide': 16640, 'logistical': 78233, 'kafkanian': 78234, 'overheats': 78235, 'carotte': 78236, 'afirming': 78237, 'tenberken': 39134, 'moats': 78238, 'lb': 21537, 'accommodate': 19205, 'sharkbait': 64727, 'marathan': 78239, 'emigrate': 78240, 'graziano': 78241, 'c57': 78242, 'cashiered': 78243, 'rely': 5387, 'exupéry': 78244, 'carlise': 70493, 'scamper': 78246, 'nonthreatening': 78247, "metcalfe's": 64744, "maguire's": 78249, 'them\x85': 48883, "twyker's": 78250, 'discomfiting': 48884, 'companeros': 36866, '26th': 39135, 'reardon': 78251, 'backbeat': 78252, 'humiliate': 14230, "r's": 33517, 'strafing': 78253, 'bids': 22956, 'kitschy': 16641, 'duello': 78254, 'ubber': 78255, 'bide': 39136, 'saajan': 48885, 'phriends': 64811, 'atypical': 13747, 'spacecamp': 20304, 'hmm\x85': 78256, "'werewolf": 39137, "'deeds'": 78257, 'ni': 22957, 'nj': 24691, 'nk': 33518, 'outstretched': 78258, 'heatseeker': 78259, 'landon': 15960, 'no': 54, 'na': 18239, 'commercials': 3834, 'sherif': 64849, 'fitzgerald': 9162, 'kalifonia': 64850, 'samraj': 78260, 'junta': 48886, 'nx': 33520, 'ny': 7440, 'nz': 21538, 'binouche': 56178, 'vicodin': 48887, 'nr': 22423, 'ns': 78261, 'nt': 39138, 'nu': 19206, "kim's": 19207, 'pseudonym': 16642, 'evergreen': 15348, 'denies': 16643, 'wombat': 78262, 'reconsider': 17424, 'aapkey': 48889, 'preceding': 14756, 'eiffel': 21539, 'geneticist': 78263, 'trailers': 4238, 'sloane\x85': 78264, 'ribbing': 33521, 'dappled': 78265, 'parities': 78266, 'saxophonist': 39139, 'lightfootedness': 78267, "2007's": 36902, 'canines': 78268, 'kratina': 78269, "n'": 11821, 'castrating': 48890, 'lászló': 78270, 'n1': 78272, 'perogatives': 64924, 'ouch': 14757, 'livelihood': 29742, 'terrorvision': 48891, 'xenomorphs': 78274, 'admittingly': 48892, 'colleen': 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78293, 'bazeley': 78294, 'hairy': 8554, 'pose': 7535, 'angeline': 78296, 'hairs': 16644, "cherub's": 78297, 'tykes': 39147, 'enjolras': 39148, "'scarecrow'": 48896, 'hermetic': 78298, 'direstion': 78299, 'weisman': 78300, 'twentieth': 10257, 'boogaloo': 48897, 'madhuri': 21542, 'houseboats': 44866, 'madhura': 78302, 'arcadia': 48898, "nail's": 48899, 'thirty': 3261, 'dublin': 12497, 'sharpening': 65135, "model's": 57988, 'needlepoint': 45895, "flynn's": 11822, '52s': 78303, 'weird': 913, 'lowers': 22960, 'mcguire': 19209, 'shelled': 33526, 'anholt': 85395, 'lowery': 22961, 'maddern': 65158, "'stupid'": 78305, "leroy's": 48900, '1st': 3281, 'shelley': 4705, 'trinidad': 78306, 'hammerheads': 78307, "sum's": 78308, 'concoct': 26967, 'shadowless': 78309, 'mst': 13749, 'msr': 78310, 'wrongs': 18241, 'msn': 78311, 'contrite': 33527, 'msg': 78312, 'gobbledy': 48901, 'dalia': 48902, 'msb': 39149, "bunker's": 78313, 'rios': 19210, 'kerry': 10258, 'riot': 5440, 'anglophobe': 65198, 'gotell': 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'unutterable': 78339, "bosses'": 78340, 'unbelievably': 3810, 'gassman': 45898, "beetlejuice'": 78341, 'hadleyville': 29746, 'gerard': 4829, 'mallika': 48909, 'impartially': 48910, 'darwinianed': 78342, 'susannah': 11823, 'stylize': 78343, 'amistad': 68615, 'disclamer': 65370, 'apes': 4102, 'abusers': 48912, 'eser': 65376, 'heterosexism': 65379, 'rumoured': 26970, 'cheerleaders': 21543, 'eastmancolor': 78344, 'mcarthur': 65388, 'diamnd': 78345, 'aped': 78346, "heels'": 78347, 'nothingness': 15122, 'apel': 78348, 'hergé': 24694, 'desperados': 69762, 'kenge': 65409, 'unveiling': 29748, 'deewani': 78350, 'vexingly': 78351, 'caine': 2702, 'equality': 14758, 'stahl': 14233, 'julliard': 78352, 'lmn': 22962, "cleef's": 78353, 'nodding': 15351, "ape'": 78354, 'dabs': 78355, "'kiki's": 48913, 'hellborn': 24695, 'unproductive': 39160, 'gape': 48914, "dong's": 65464, 'divisional': 78356, 'partin': 78357, 'oakie': 18244, 'approximates': 39161, 'deewano': 64950, 'gaps': 7343, 'begun': 7248, "miraglia's": 26971, 'adequately': 9228, 'dialongs': 78358, 'splashy': 18245, '100m': 78359, 'homefront': 29750, '100k': 78360, 'facially': 24696, 'infuriated': 22963, 'profit': 8886, '100b': 78361, 'infuriates': 78362, 'attracted': 3621, 'cripes': 48915, '100x': 48916, '100s': 48404, 'anwar': 78363, 'theory': 2601, 'booby': 16645, 'bicarbonate': 44991, 'outlands': 78364, 'ascertain': 19212, 'boobs': 8252, 'overground': 65523, 'anway': 78365, 'ecchi': 78366, 'technocrats': 48917, 'fantastic\x97his': 78367, "'who": 22964, 'mutates': 23893, 'miss': 714, 'subzero': 21544, 'disillusionment': 16646, 'impose': 13750, 'tumblers': 78369, "'why": 21545, 'unborn': 9808, '1001': 48918, '1000': 8134, 'origin': 6171, 'sanchez': 15963, 'simplifies': 48919, 'predictive': 78370, 'incongruous': 14759, "kathy's": 78371, "rubik's": 33532, 'awfully': 4913, 'reductionism': 78372, 'glen': 13367, 'simplified': 15352, 'bradshaw': 18247, 'goerge': 78373, 'luciferian': 78374, 'innovatory': 80462, "cinema'la": 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'fantasticaly': 78397, 'siriaque': 78398, 'lowood': 22452, 'kubricks': 39507, 'captained': 48925, "thewlis'": 48926, 'horrifingly': 78399, "an'": 29751, 'demonicus': 12742, "wound's": 78401, 'invasions': 20306, 'reteamed': 78402, 'clevon': 48927, 'falls': 731, 'misreads': 78403, "coronel'": 65746, 'clatter': 65747, 'vibrancy': 26974, "'steal'": 78404, "'black'": 78405, 'reigert': 78406, 'jiminy': 39166, 'motocrossed': 78407, 'visiting': 5498, 'unwisely': 20307, 'roemenian': 78408, 'peptides': 26975, 'bizarreness': 33536, 'cortez': 9602, 'cortes': 15964, "iowa's": 78409, 'perpetrated': 13751, "ground'": 48928, 'guillaumme': 78410, 'chineseness': 78412, 'applauding': 24699, 'recipe': 9038, "blackhawk's": 56202, "island's": 25148, 'earing': 68625, 'cheech': 8335, 'richness': 15356, "couturie's": 48930, 'solyaris': 65828, 'overage': 48931, 'explicitly': 11825, 'boyle': 5827, 'huzoor': 48932, 'berton': 39167, 'taye': 29755, 'begging': 6761, "gold's": 48933, 'beggins': 78415, 'emil': 10744, 'closure': 8254, "cash's": 48934, 'regarding': 2792, '1824': 39168, 'nikelodean': 78417, '1820': 48935, "'poltergeist'": 48936, 'penguins': 15965, "'whore": 78418, 'senesh': 78419, 'sundayafternoon': 78420, 'lashelle': 39169, 'rms': 39170, 'uears': 80474, 'satta': 45113, "ok'": 86818, 'sirin': 78422, "'those": 78423, 'labors': 78424, 'delouise': 78425, "'swarg'": 80475, 'sattv': 78426, 'obliging': 78427, 'catapulting': 65928, 'underpaid': 39171, 'rml': 78428, 'insuring': 78429, 'neuman': 78430, 'detect': 18249, "cambreau's": 78431, 'belittles': 33538, 'knoxville': 11518, "'sabu'": 65942, 'belittled': 37119, 'horrifyingly': 23597, 'invokes': 22965, 'anodyne': 29756, 'prentice': 78432, 'untrustworthy': 33539, 'fumblings': 86820, 'moshpit': 56204, "'head": 48937, "'dated'": 78435, 'grieves': 29757, 'griever': 48938, "'l'histoire": 65968, 'policewomen': 78436, 'christmases': 29758, "'heat": 78437, 'encultured': 78438, 'bissett': 48940, "maughm's": 55023, 'foxtrot': 78439, 'emir': 29925, 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'solvent': 78635, 'ersatz': 21553, 'blaring': 16649, 'clory': 78636, 'mcelhone': 24712, 'schoolfriend': 66710, "jeon's": 34503, 'atilla': 67346, 'generate': 7249, 'thrown': 1373, "building's": 39201, 'bambaataa': 78637, 'denethor': 78638, "year's": 4972, 'mcbain': 11231, 'tributaries': 78639, 'odysseys': 78640, 'circuit': 9810, "katsu's": 29779, 'throws': 2881, "'gentleman's": 78641, 'traped': 78642, 'veidt': 12499, 'apporting': 68662, "'stoned": 78643, 'answerman': 78644, 'charton': 78645, 'linking': 13327, 'blank': 3682, "lander's": 78646, 'blane': 48993, 'blanc': 14241, 'corporal': 24713, 'pensioner': 78647, 'temperature': 12500, "cheese's": 78648, 'swarm': 18251, 'knoflikari': 78649, 'kajol': 29780, 'attendants': 24714, "'ninteen": 78650, 'uninstructive': 78651, 'doorless': 78652, 'imprinted': 29781, 'boffo': 33576, 'uncut': 5441, 'institutionalization': 78653, "views'": 78654, 'instruction': 18252, 'menzies': 17433, 'dispensed': 39202, 'storyplot': 67474, 'blogs': 33577, 'singin’': 82446, 'salazar': 22973, 'dispenser': 78655, 'haack': 28891, "'conspiracy": 78656, 'uniforms': 7250, 'strengthen': 21554, 'gedde': 24684, "905'": 78657, 'muscles': 11575, "palance's": 24715, "oakie's": 78658, "efficiency's": 78659, 'heightening': 39204, 'efx': 24716, 'voyeurism': 14763, 'judah': 29783, "'rudy": 78660, "'tell": 74620, 'populous': 48994, 'mned': 78662, 'judas': 13754, 'eff': 48995, 'youre': 45398, 'smurfettes': 78663, "'sensitive'": 67543, 'rucksack': 48996, 'yiannis': 78664, 'acorns': 78665, 'caddyshack': 33578, 'rakeesha': 78666, 'curse': 3173, 'tasogare': 78668, 'unaccomplished': 67559, 'enduring': 7656, "cup'": 68667, 'punkah': 43987, 'mineral': 78669, 'excell': 68668, 'huntley': 20321, 'puhleasssssee': 78670, 'gushy': 39206, '10am': 78671, 'is\x97not': 78672, "brainsadillas'": 78673, 'clansman': 78674, 'institutions': 20322, 'doorstop': 76305, 'stoner': 14764, 'shatfaced': 67600, "coy's": 78675, 'wolfy': 62317, 'drosselmeier': 67606, 'memorandum': 78676, 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'lapsing': 79604, 'slopes': 29865, 'sloper': 49282, 'tireless': 33699, 'masquerades': 79605, 'surviver': 79606, 'survives': 6092, "departed'": 79607, 'pissy': 74771, 'beginners': 20347, 'maitlan': 79608, 'oversteps': 79609, 'fascists': 19252, 'unreliable': 29866, 'housewives': 11246, 'informer': 8393, 'amplify': 29867, 'october': 7446, 'reaganism': 79611, 'forshadowed': 79612, 'stake': 7447, "sisters'": 33700, 'videowork': 79613, 'copyist': 73484, 'precedes': 17738, "'franklin": 79614, 'moroccon': 79615, 'citizenship': 79616, 'fright': 6688, 'fichtner': 79617, 'migrate': 49283, 'xtragavaganza': 79618, 'straightens': 49284, "wqasn't": 79619, "macbeth's": 47416, 'rebenga': 79620, 'pedestal': 19253, "13th'": 49285, 'tighe': 79621, 'drafts': 29868, 'incomprehensibly': 32970, 'bwana': 79623, 'mcinnes': 39369, 'aromatic': 47424, 'tight': 2703, "'cuban'": 79625, 'incomprehensible': 4706, "ada'": 79626, 'terri': 14251, 'couorse': 68844, 'terra': 29869, 'ephron': 39372, 'atemp': 79627, 'terry': 3970, 'cowritten': 79628, 'poète': 73708, 'era\x85': 79630, "z'dar": 39373, "henley's": 49287, 'raphael': 79631, 'gurinda': 49288, 'adam': 1864, 'sawing': 49289, 'sensibility': 7554, 'transito': 79632, 'retch': 39374, 'turbocharger': 79633, 'yasujiro': 29870, "shoot'em": 39375, 'debris': 17453, 'mnm': 23011, 'directorship': 49290, 'mnd': 49291, 'condescends': 79634, 'him\x97but': 73618, 'etching': 49293, 'tx': 22749, "gamera's": 79635, 'tv': 245, 'tw': 79636, 'tt': 39376, 'tu': 29871, 'tr': 24778, "bondarchuk's": 47457, 'tp': 24435, 'tain': 73626, 'to': 5, 'tl': 79638, 'tm': 33702, 'tj': 79639, 'th': 11530, 'ti': 27049, 'td': 79640, 'te': 18279, 'tb': 39378, 'tc': 39379, 'shipload': 49294, 'ta': 15983, 'suspecting': 25419, "'redneck": 79642, 'zapping': 79643, 'blockade': 33703, 'eleni': 79644, 'corsets': 27050, 'cognisant': 79645, 'elena': 27051, 'falsifying': 79646, 'elene': 79647, "'sexploitation'": 79648, 'hooking': 21581, 'cable': 1874, 'ohrt': 79649, 'strategist': 49295, 't4': 79650, 'awsome': 23012, 't2': 49296, 'joined': 4654, "no's": 79652, 'large': 1055, 'pesky': 15366, "soldier's": 18280, 'venality': 79653, "t'": 79654, 'largo': 15984, 'joiner': 79655, "chicken's": 79656, 'stunners': 49297, 'angelou': 79657, 'siddons': 79658, 'methodical': 20161, 'ramya': 79660, 'elways': 79661, 'honourable': 14780, 'grays': 33704, 'carell': 5326, 'trick': 2870, 'knin': 79662, "travail'": 79663, 'unkill': 79664, 'transpire': 23013, "'creatures'\x85or": 79665, 'maléfique': 13769, 'tanya': 14252, "pack's": 49298, "fessenden's": 80701, "skoda's": 79666, 'pearson': 32271, 'escaping': 6515, 'empower': 27052, 'lobbyist': 49300, "guerriri's": 79667, "krueger's": 79668, 'summerville': 79669, '\x8014': 79670, 'legend': 1792, "antonio's": 49301, 'chevening': 79671, 'weirded': 39380, 'travails': 24445, 'sideshows': 79674, 'occassionally': 39381, 'murdering': 5327, 'ization': 62496, 'weirder': 17454, 'rummaging': 27053, 'nachtmusik': 79676, 'numerology': 39382, "wmd's": 79677, 'volpe': 49302, 'untraceable': 33705, 'volpi': 79678, 'potala': 79679, "selby's": 49303, 'jughead': 79680, 'peary': 79681, 'pears': 49304, 'pearl': 4655, 'stretchs': 79682, 'gorgeous': 1487, 'stretchy': 79683, 'miyoshi': 24779, 'fellow': 1483, 'befitting': 23014, 'portrayals': 5662, 'ciggy': 79684, 'missunderstand': 68851, "gos'": 79685, 'masanori': 35491, 'kenyon': 24780, 'sizing': 79687, 'poonam': 17877, 'fleece': 39384, 'undirected': 87058, 'industrialists': 49305, "'gilligan's": 79689, 'reminiscant': 79690, 'denzil': 79691, 'summersisle': 21280, "'wow'": 40361, 'eardrums': 79692, 'antagonists': 16824, 'hobgoblins': 8026, 'uncorruptable': 79694, "brosnan's": 14253, 'suggestions': 19254, 'unbiased': 16665, 'fiercely': 18118, 'tonking': 79695, 'commanded': 27127, 'schoolgirl': 17455, 'scar': 13770, "10's": 26686, "53's": 79697, 'abc': 3897, 'scoundrels': 37631, 'imminent': 15367, 's02e03': 79699, 'discomusic': 79700, 'otaku': 23015, 'dilly': 27055, 'cajole': 49306, 'ingesting': 49307, 'docudramas': 49308, 'lenghth': 75544, 'lasciviousness': 49310, "sellers'": 19255, 'treatments': 19256, 'unsound': 79701, "'camp'": 33708, "morvern's": 33709, 'authentic': 2899, 'kaddiddlehopper': 49311, "'wes": 79702, 'transposed': 27056, 'potions': 42175, "enya's": 79704, 'volleyball': 21583, 'django': 17456, 'blacklisting': 79705, "plutonium's": 79706, 'transposes': 61556, 'cocksure': 49312, "\x91token'": 79707, 'adorned': 24781, 'leigh': 5906, 'bris': 49313, 'staginess': 27057, 'matthieu': 49314, 'brit': 8142, 'arbore': 79708, 'wesendock': 79709, 'bufoonery': 79710, 'brim': 17457, "colman's": 18281, 'dismemberments': 49315, 'brig': 79711, "simone's": 49316, 'brie': 49317, 'figuring': 10504, "investigator'": 79712, 'superfly': 79713, 'nifty': 8736, 'damme': 5475, 'scribes': 49318, 'formosa': 39385, "'victims'": 50777, 'touissant': 79715, 'rebuttle': 79716, "'meat'": 58268, 'subtitled': 9045, 'tolbukhin': 33710, 'something\x85': 39386, 'capaldi': 79717, 'subtitles': 2573, 'subtitler': 79718, 'nugget': 19257, "'traumatised'": 79719, "'edna": 79720, 'investigatory': 49319, 'aggrieved': 49320, 'genoa': 29876, 'joel': 5220, "'click'": 68544, 'yakusho': 49321, 'noble': 3140, "cameras'": 69538, "marcella's": 79721, 'palance': 5609, '2hr': 74132, 'slowdown': 49322, 'mackenzie': 24782, 'measurement': 79722, '175': 79723, "'clean'": 29878, "dane's": 49323, "welle's": 79724, 'candlelight': 21584, 'fulgencio': 39387, 'freakshow': 74164, 'revisionists': 79725, 'winselt': 79726, "fisherman's": 49324, 'sociological': 20349, '1000lb': 79728, 'gourgous': 79729, 'beegees': 79730, 'asgard': 29879, 'rhythmically': 49325, 'beavis': 20350, 'plotting': 6516, 'shenzi': 40577, "heroine's": 17458, 'dorkier': 79731, 'risen': 18283, 'quicky': 79732, 'calumniated': 79733, 'populism': 29880, 'syberia': 79734, 'manco': 79735, 'did\x85': 79736, 'bungled': 79737, 'hermandad': 49327, 'riser': 49328, 'rises': 5157, "'arthur": 79738, 'bartholomew': 49329, 'amped': 33711, 'albatross': 79740, 'lego': 27058, "carax's": 39388, 'sicker': 39389, 'sicken': 79741, "black'": 29881, 'sickel': 79742, 'elective': 79743, 'je': 7821, 'wolvie': 49330, 'schenck': 74793, 'clutters': 20351, 'wilder': 6517, 'gunnerside': 79745, 'unusable': 79746, 'feeder': 79747, 'celeb': 33712, 'armitage': 33713, 'spiritually': 20352, 'paltry': 15222, 'anonymity': 29882, 'brontean': 79748, 'glitter': 14781, 'validate': 31775, 'tati': 39390, 'lindenmuth': 49331, 'tate': 16666, 'nickerson': 49332, 'rakhi': 49333, "s'posed": 79749, 'litany': 20353, "cobern's": 79750, 'folklorist': 79751, 'escargoon': 79752, 'barzell': 79753, 'bookending': 79754, 'horrortitles': 79755, "banner's": 79756, 'pachanga': 39391, 'laundrette': 33714, 'elaboration': 39392, 'gnash': 79757, 'fastly': 79758, 'klingons': 23016, 'tightwad': 79759, 'dirtmaster': 79760, 'losvu': 79761, "wilde'": 79762, 'terribilisms': 80714, 'alveraze': 49334, 'lansbury': 9046, 'aag': 12133, 'macchu': 55399, 'aaa': 21586, 'overcompensating': 43888, 'aan': 49335, 'aah': 79765, 'falsies': 79766, 'aap': 79767, 'fishermen': 29883, 'seamlessly': 12509, 'harpoon': 44579, "felon's": 79769, "hawaii's": 39394, 'defect': 27059, 'bragana': 24784, 'caress': 27060, 'derek’s': 39395, 'thimig': 79770, 'guttenburg': 76208, "l'homme": 49336, "balanchine's": 33715, "gainax's": 49337, 'loooong': 27061, "saucers'": 56410, 'commotion': 33716, 'severe': 4373, 'reliance': 13336, 'braintrust': 79772, 'internal': 6174, 'frain': 39396, 'fraim': 49338, 'frail': 11532, "commentator's": 39397, 'unbrutally': 79773, 'syberberg': 15985, 'sopisticated': 79774, 'complainer': 79775, 'father¡¦s': 39398, 'constanly': 79776, 'chancers': 79777, 'pheri': 17459, 'wedded': 49339, 'garris': 24785, 'accepting': 6598, 'clotheslining': 79778, 'chancery': 24786, 'zmed': 49340, 'transplanted': 20354, 'concocting': 39399, 'zmeu': 79779, 'falcons': 51522, 'bejebees': 79780, 'ephemeralness': 79781, "reporter'": 79782, 'golf': 8891, 'gold': 1815, "waterman's": 29884, 'degrades': 17460, 'evaporation': 79783, 'vader': 5602, 'noam': 9421, 'oja': 79785, 'senegalese': 49341, 'degraded': 15986, 'colick': 79786, 'detaining': 79787, 'colico': 79788, 'kady': 39400, 'poodles': 49342, "robber's": 33717, 'factor': 2364, 'eramus': 79789, 'ordained': 49343, 'toby': 6764, 'gleanne': 49344, 'louella': 23017, 'compartmentalized': 79790, 'reporters': 12510, 'charmingly': 14254, 'sanitised': 79791, 'colorlessly': 79792, 'zandalee': 18284, 'progressive': 10979, 'cry': 1412, 'terrifically': 12511, "'coast": 74521, "sheridan's": 24787, 'rfd': 79793, 'rfk': 79794, 'morphed': 18145, 'bulky': 24788, 'wrede': 56415, 'jade': 18285, 'invesment': 79795, 'jada': 13772, 'megatron': 79796, 'exposé': 79797, "'danse": 79798, 'heyijustleftmycoatbehind': 79799, 'marketability': 69497, 'bergeron': 79800, 'pickup': 9047, 'faubourg': 23018, 'rehearsals\x85': 79801, "tho'": 39402, 'sundress': 79802, 'monsters': 1936, 'compliment': 7160, 'available': 1436, 'premises': 9415, 'cornette': 39403, 'incident': 3860, 'ophuls’': 79803, 'dividend': 79804, 'waldeman': 49345, 'premised': 79805, 'legislature': 49346, 'natale': 79806, 'unapologetic': 23019, 'cryptic': 14255, 'tangible': 15987, 'régis': 79807, 'thou': 12182, "monster'": 33718, 'thow': 79808, "'humanity": 62525, 'tainos': 79809, 'natali': 8562, 'thor': 23020, 'thom': 18286, 'trams': 47475, 'rigby': 79811, 'toxicology': 79812, 'shanks': 19258, 'sink': 4936, 'visionaries': 23021, '03': 39404, 'sini': 39405, 'allegiance': 21588, 'dimensional': 2041, 'scallop': 79814, 'adjoining': 33719, 'church': 1413, 'gidwani': 79815, 'tonto': 79816, "'funny": 49613, 'tonti': 39406, 'kadee': 33720, 'cheeken': 49347, 'peacecraft': 49348, 'traipsing': 39407, 'instalment': 15988, 'evoking': 13250, 'teshigahara': 79817, 'fürmann': 79818, 'contentedly': 79819, 'two”': 79820, 'veneer': 14256, 'stoopid': 49350, "macabre'": 79821, 'squirrel': 16668, "sharifi's": 79822, 'mundanely': 79823, 'lawaris': 79824, "gallaga's": 79825, 'reticence': 49351, 'traumatizing': 49352, 'tornados': 49353, 'vegeburger': 79826, "'murder": 27062, 'symbolising': 49354, 'hostess': 13773, 'errol': 6392, 'reliable': 6024, 'galleons': 79827, 'reliably': 27063, 'error': 6175, 'erroy': 79828, 'rankers': 79829, 'saaad': 78301, "'distorted'": 79830, 'estatic': 67849, 'rulez': 62528, 'campions': 49355, 'dabney': 19993, "naddel's": 68873, "flanders'": 79831, 'bangers': 39409, 'answears': 79832, 'spectacular': 2090, 'fetching': 11842, "provo's": 49356, "''troubled''": 79833, 'safiya': 79834, "'his'": 39410, "yimou's": 79835, 'dooley': 16669, 'cazenove': 49357, 'comprehensive': 12512, 'groupthink': 79836, '5200': 79837, 'oldtimer': 44057, 'necessity': 7347, "might've": 12906, 'rabin': 79838, 'michinoku': 49358, 'expend': 21589, 'timbrook': 79839, 'hunched': 40157, 'surrogate': 9817, 'contextualising': 79840, 'elem': 79841, 'person': 412, 'feces': 20356, 'hatchers': 79842, '4hrs': 79843, 'ameriquest': 79844, 'dottermans': 79845, "troyepolsky's": 79846, 'badie': 79847, 'lester': 6415, '08': 21770, 'roladex': 79848, 'graib': 70275, 'forrest': 8563, 'bladders': 79849, 'readers': 6416, 'gauleiter': 79850, "'almighty": 79851, "ladies'": 12849, 'pigalle': 29885, 'incredable': 79852, 'fonterbras': 79853, 'eager': 4508, 'sydney': 6599, 'courtney': 11534, "munro's": 49359, 'herculean': 33721, 'harvesting': 49360, 'tomas': 24789, 'notti': 49361, 'ozarks': 79854, 'format': 2715, 'scarole': 79855, "'lesbian'": 49362, 'hitters': 79856, "'bigger": 52785, 'shading': 27064, 'buyout': 49363, 'forman': 27065, 'formal': 10980, 'complete\x85': 79857, 'sorting': 21590, 'manhandling': 79858, 'flynnish': 68879, 'morrocco': 49364, 'tushes': 49365, "'surreal'": 79859, 'scape': 27066, "'swept": 74914, 'laurentis': 79860, "'deliverance's": 79861, 'secunda': 79862, 'uncompromised': 79863, 'clipping': 39413, "louise'": 47855, 'far\x85the': 79864, 'shadowlands': 49366, 'pals': 9048, 'lovitz': 24790, 'premutos': 33723, 'gjs': 62532, 'limb': 15369, 'palm': 7648, 'pall': 27067, 'palo': 79865, 'porcasi': 79866, '19thc': 79867, 'pale': 6518, 'gruen': 79868, 'gruel': 29886, "'cultural": 79869, '332960073452': 79870, 'daaaaaaaaaaaaaaaaaddddddddd': 79871, 'masculinity': 14257, 'looks\x97and': 79872, 'welling': 24791, 'gyula': 49367, 'dating': 4104, 'unscripted': 22807, 'shooters': 19260, 'vacuously': 79874, 'tinkers': 49368, 'dareus': 49369, 'bureacracy': 49370, 'redoing': 49371, 'reinvention': 34661, "dentists'": 79875, 'kunis': 29887, 'avantgarde': 79876, '«battlestar': 79877, 'caron': 7075, 'relating': 7242, "chevy's": 79879, 'giuseppe': 21591, "pal'": 79880, 'gifts': 9818, 'clocking': 19458, 'doremus': 79881, "ce3k'": 79882, 'unintentional': 4069, "dandy's": 29888, 'benefactors': 79883, 'anterior': 79884, 'mayberry': 33724, 'beefed': 51534, 'hongmei': 64742, 'hometown': 8143, 'videotaping': 33725, 'awaited': 11248, 'kassir': 49372, "penny's": 39417, "'cheesefest": 79887, 'bromwell': 23022, 'unnerving': 8893, 'unoriginality': 33726, "potemkin's": 79889, 'ci2': 49373, 'naustradamous': 79890, 'perplex': 49374, "tremblay'": 65385, 'poster': 3759, 'medical\x97genetic': 79891, 'patronised': 79892, 'posted': 5615, 'cic': 79893, 'prudishness': 79894, "schepisi's": 29889, 'rosenkavalier': 79895, 'cig': 79896, 'cid': 33727, 'linaker': 36536, 'someup': 79897, 'horsewhips': 75114, 'lesbianism': 11843, "mcmahon's": 79899, 'marseille': 79900, 'schlussel': 79901, 'genial': 24792, 'lps': 79902, 'flocked': 27068, 'presided': 33729, 'karrer': 79903, 'encyclopidie': 79904, 'nautical': 49375, 'presides': 39418, 'flocker': 29890, 'rekindling': 33730, 'stiffly': 27069, 'machinas': 79905, 'paradox': 20358, 'gilford': 43286, '950': 79906, 'amputees': 49376, 'widmark': 3301, 'parador': 16670, 'freighted': 49377, 'freighter': 79907, "'private": 49378, 'machinal': 79908, 'sumptuously': 75168, 'scapegoat': 27070, "ku's": 79910, 'besiege': 79911, "'bachchan": 79912, 'crowell': 77050, 'tavernier': 52212, 'milimeters': 79914, 'earhole': 79915, 'zarabeth': 24793, 'lespert': 47940, 'pedestrians': 39419, 'barkley': 49381, 'rotorscoped': 79916, 'grownup': 79917, 'menace': 4305, 'ramis': 27173, 'cheetos': 79918, 'cheetor': 79919, 'ataque': 69155, 'aldofo': 79920, 'scratch': 6417, 'enjoyably': 10981, 'astronauts': 10045, 'qvc': 49383, 'highways': 38623, 'cammareri': 33733, "cylon's": 79921, 'billionaires': 56799, 'shriveling': 79922, "carrey's": 13337, "'91": 36308, 'lerche': 49384, 'young': 182, 'yound': 79924, 'spongeworthy': 79925, 'uniqueness': 12514, "'spoilers'": 79926, 'blackman': 79927, 'scagnetti': 79928, "polanksi's": 45344, "highway'": 49386, 'reopened': 24795, "diego's": 33734, 'mixing': 6093, 'precinct': 20359, "marjorie's": 29530, "'hamilton": 79929, 'squids': 79930, 'tri': 79931, 'northwestern': 79932, 'magic': 1233, 'stodgy': 21593, 'tra': 49387, 'horor': 49009, 'lynde': 33735, 'try': 350, 'evy': 79933, 'itami': 49388, 'udit': 61684, "shep'": 79934, 'evr': 79935, 'evs': 79936, 'sandford': 75318, "'vincent": 79937, 'pledge': 20361, 'senorita': 39420, 'seventies': 4036, "china'": 79938, 'sleepovers': 79939, "1880's": 79940, 'spaghetti': 6689, 'richmont': 79941, 'raducanu': 79942, 'directive': 33736, 'directivo': 79943, 'expressed': 4974, 'tolkein': 49390, 'richmond': 23024, "scares'": 79944, "holmes'": 24796, 'oration': 79945, 'expresses': 8894, 'delving': 20362, 'ahhhhh': 79946, 'eiko': 79947, 'scepticism': 33737, "1949's": 33738, 'gilley': 79948, 'indignities': 68891, 'punch': 2842, 'gilles': 29891, 'balked': 49392, 'mulcahy': 33739, 'puckish': 79950, 'gillen': 23025, 'poverty': 3457, "kevin's": 33740, 'invented': 5158, "lucille's": 79951, "'filmic": 79952, "slag's": 79953, 'formalizing': 79954, "'shola": 79955, 'assayas': 49393, 'dyan': 14782, 'mottos': 79956, 'engrossment': 79957, "spanky's": 49394, 'contaminants': 79958, 'dyad': 79959, 'medved': 33741, 'metalflake': 79960, "'fat": 57277, 'altho': 27071, "'liked'": 79961, "jianjun's": 79962, 'sgt': 6331, 'sienna': 27072, "'pretty": 43472, 'switzer': 79963, 'extirpate': 79964, 'leftover': 17461, 'sgc': 33742, 'khanabadosh': 49395, 'excursions': 39422, 'rooshus': 79965, 'reservedly': 69761, 'throw': 1399, 'dalrymple': 79966, 'rodolfo': 39423, 'caped': 79967, 'bobbing': 24797, 'rehydrate': 79968, 'disarming': 23026, 'mend': 33744, 'soooooooo': 39424, 'federally': 79969, 'sadeqi': 79970, 'tobruk': 79971, 'bobbins': 79972, 'codfish': 66199, 'practicing': 9819, "'raison": 79973, "yonica's": 79974, 'challenge': 2929, "narrator's": 18288, 'arnim': 68896, 'mommas': 79975, "katzir's": 79976, 'publications': 27073, 'fomenting': 33745, 'enlivening': 55671, 'sommeil': 49396, 'aldonova': 79977, 'fulfillment': 10500, 'pawn': 11844, 'warmers': 74826, 'schlitz': 79978, 'paws': 27074, 'funhouses': 79979, "1938's": 68899, 'shuffled': 27075, "whatsits'": 79981, "'neve": 79982, 'mumbled': 27076, 'megahit': 41574, 'shuffles': 79983, 'escalating': 12912, 'supervised': 31777, 'mumbles': 16612, 'mumbler': 79985, 'emanuele': 79986, "dick's": 24798, "howe's": 79987, 'throbs': 79988, 'depardieu': 8389, 'victimless': 75605, 'cataluña': 79990, "warner's": 14783, 'damroo': 79992, 'macmahone': 79993, 'counter': 4834, 'reminders': 20363, 'professed': 33746, 'serrano': 22827, 'dinners': 39426, 'writ': 33747, 'asserts': 15989, 'classy': 6600, 'chilkats': 79994, 'counted': 9231, 'lesboes': 79995, 'meditates': 79996, 'lenders': 42189, 'knotting': 49397, 'stratagem': 79997, 'interlocutor': 79998, 'audience\x85': 79999, 'alexanader': 80000, 'emissaries': 80001, "'combo'": 80002, 'swain': 17463, 'warred': 80003, 'statuette': 62555, 'warren': 3861, 'akyroyd': 80004, 'decay': 12184, 'dispose': 15370, 'imperfection': 39427, 'dogmatists': 68636, 'tyrone': 12907, 'decal': 80005, 'degrees': 7076, 'misapprehension': 80006, 'decaf': 80007, 'therefor': 20364, 'arther': 80008, 'vonnegut': 10187, 'rosses': 80009, 'docu': 18289, 'dock': 10476, 'dougie': 80010, 'rossen': 80011, 'sandpaper': 39428, 'penquin': 39429, 'rotation': 21595, 'jōb': 51509, "andre's": 49399, 'rajinikanth': 17464, 'wrangler': 39430, 'wrangles': 39431, 'betti': 80012, 'witch\x85': 80013, 'bette': 3066, 'queenie': 23027, 'hollin': 80014, 'betta': 80015, 'interurban': 80016, 'hollis': 39432, 'wrangled': 80017, 'elsehere': 80018, 'cedrick': 80019, 'prarie': 80020, 'stock': 2050, "kurosawa's": 11535, "angelique's": 80021, 'betts': 49400, 'slappin': 68906, 'sadler': 27077, 'tents': 18291, 'imbibe': 80022, "'allows'": 80023, 'relapsing': 68907, 'sportsman': 49401, 'openminded': 80024, 'lepus': 80025, 'sion': 80026, 'goudry': 48109, 'gooodie': 80027, 'tenth': 14258, 'lomas': 73252, "synapse's": 80028, 'borderline': 9232, "'arse'": 80029, 'avenged': 35500, 'superbly': 3556, 'vinson': 24800, 'britons': 29893, 'lurched': 49402, 'categorizations': 80031, 'scampers': 80032, 'piggy': 13775, 'canteens': 80033, "cliff's": 21596, 'wimpiest': 33749, 'loa': 49403, 'sanatorium': 24801, 'regulatory': 80034, "minus's": 80035, "''sea": 49404, 'lapyuta': 80036, 'minstrel': 18292, 'minglun': 80037, 'biosphere': 49405, 'hindus': 27078, 'serenity': 16671, '¨gore': 80038, 'dubber': 80039, 'fait': 80046, "lecarre's": 49406, 'collagen': 80040, 'reprieves': 56673, 'feasts': 49407, 'lutzky': 80759, "'distortion'": 39434, 'occurrences': 12185, 'papercuts': 80041, 'iréne': 80042, 'opportune': 80043, 'guerro': 49408, 'statler': 80044, '“food': 80045, 'toffs': 49409, 'unsubtlety': 62298, 'dimbulb': 80047, 'bambies': 80048, "keillor's": 80049, 'exhilarating': 10264, 'lacing': 80050, 'boettcher': 80051, 'gummy': 39435, 'woodie': 80052, 'bloodedness': 80053, 'gotcha': 33752, 'despertar': 80054, "lizards'": 62345, 'shorty': 33753, "'goodbye'": 80055, 'depressing': 2276, 'emasculated': 29894, 'gummi': 33754, 'drape': 50969, 'rickshaw': 49410, "feast'": 80056, '2inch': 80057, 'unamused': 49411, 'whigs': 49412, 'charmian': 49413, 'dostoyevsky': 32651, 'splayed': 49414, "gary's": 21597, 'listeners': 24802, 'poehler': 19261, 'sugest': 49415, 'repented': 80059, 'cgis': 39436, 'accusing': 27079, 'angsting': 80060, 'khoury': 49416, 'gattaca': 80762, 'hamari': 39437, 'vacu': 80061, 'almanesque': 80062, 'unintrusive': 49418, 'khouri': 12515, 'intertwining': 18293, 'epicenter': 80063, 'amphibious': 80064, 'americanize': 49419, 'milly': 80065, 'koreas': 80066, 'babel': 21598, 'jafar': 13136, 'mills': 8895, 'tallin': 39438, 'souler': 39439, 'batmans': 46518, 'ashore': 24803, 'arliss': 29895, 'bosley': 27080, 'korean': 3451, "'gangster'": 49420, 'tracklist': 80067, 'milla': 80068, "dawn's": 80069, 'inbreeds': 80070, 'fidel': 15372, 'johnathan': 33755, 'fatalistically': 80071, 'courtesy': 7555, 'farlinger': 80072, 'preposterously': 29582, 'unalterably': 74841, 'segment': 2049, 'hypocrite': 18294, 'sceanrio': 75989, "scorcesee's": 80074, 'socialistic': 80075, 'face': 390, 'screechy': 80076, 'anecdotic': 80077, 'claudine': 33756, 'kdos': 80078, 'fact': 189, 'hoodies': 80079, 'characterisation': 7448, 'protoplasms': 80080, 'wotw': 48217, 'disbanded': 80081, 'woth': 49422, 'bjørn': 80082, 'xxxxviii': 80083, 'ripoff': 7662, 'ermey': 49423, 'bisto': 80084, 'monotheistic': 80085, 'scurrilous': 80086, 'tojo': 33757, 'score': 600, 'sylvio': 80087, "'assi": 76052, 'sylvia': 7749, 'wretchedness': 29898, 'sylvie': 33758, 'bonesetter': 39441, 'handle': 2882, 'listened': 8028, "'our": 29899, 'stavros': 39442, 'muttering': 18295, 'generales': 80089, "gardner's": 38781, 'listener': 10742, 'scorn': 23029, 'accelerant': 80091, 'veiwers': 80092, 'prado': 49424, 'universalsoldier': 80093, 'db5': 80094, "'replacement'": 49425, 'smash': 6872, "epstein's": 80095, '0r': 84818, 'sisto': 23611, 'nunns': 80096, 'gbs': 49426, 'allegation': 80097, 'basking': 29900, "dwivedi's": 80098, 'receptive': 24847, "'hero's": 80099, "'sakura": 69710, 'lamar': 24804, 'travis': 7763, 'branaugh': 24805, 'felons': 33759, "reggie's": 49427, 'japnanese': 80101, "hawk's": 80102, 'goddard': 23030, "stream'": 80103, "pov's": 80104, 'tijuco': 49428, "'dusky": 80105, "pimpin'": 49429, 'migrations': 80106, 'sikking': 80107, 'distressingly': 49430, 'shipka': 80108, 'wingism': 80109, 'brotherwood': 80110, 'invigorated': 80111, 'nominees': 13338, 'meatiest': 80112, 'theft': 10513, 'disgruntled': 9820, "halloway's": 80113, "lots'o'characters": 80114, 'buffalos': 80115, 'calhern': 80116, 'vulneable': 80117, 'strider': 49431, "pal's": 30935, 'finales': 33760, 'configuration': 49432, 'absentee': 29901, 'fiorella': 49433, 'syncopated': 49434, 'baubles': 80118, "myron's": 80119, 'pimping': 27082, 'barrat': 33761, "hook's": 62571, 'darryl': 11845, 'chinpira': 80120, 'streams': 20366, 'cinder': 39443, 'aye': 31879, 'impersonator': 19262, 'fontanelles': 80121, 'jacquin': 79136, 'chordant': 80122, 'ucm': 49437, 'oakland': 12186, "belisario's": 49438, 'outsides': 80123, 'outsider': 10501, 'elmer': 9416, 'elmes': 80124, 'cassell': 39444, 'compensating': 24806, 'harwood': 49439, 'utilizing': 13339, 'louisiana': 13777, 'selina': 49440, "'fleshed": 80125, 'meningitis': 80126, "gentileschi's": 80127, 'dente': 80128, 'cruddy': 21599, 'arrogated': 80129, "heeeeeere's": 49441, 'acclamation': 80130, 'ravens': 24807, "morgan's": 15373, 'birthmother': 49442, 'coals': 29902, 'runway': 20367, 'gawkers': 80131, 'sentimentalize': 39445, 'frameworks': 49443, "'there": 29903, 'bathtub': 10265, 'forsythe': 8896, 'sith': 16672, 'va': 27083, 'vc': 80132, 'britains': 33289, 've': 13340, 'cell': 2765, 'vg': 80133, 'vh': 27084, 'sita': 80134, 'vj': 49444, 'guildernstern': 76366, 'vo': 39446, 'vp': 29904, 'counterweight': 49445, "l'equipe": 76373, 'propensities': 80135, 'mockingbird': 24591, 'vu': 11536, 'vv': 33762, 'vw': 33763, 'junction': 49446, 'neotenous': 80137, 'industrialisation': 80138, 'genorisity': 80139, "wouln't": 80140, 'hospitals': 16324, "80's\x85": 80141, 'fashioning': 39448, 'binoche': 10266, 'android': 12187, 'gauging': 80142, 'infinity': 18296, 'emotionally': 2145, "v'": 80143, 'fifthly': 80144, 'dai': 49447, "britain'": 49448, 'monikers': 80145, 'infinite': 16673, "steward's": 80146, 'enrage': 23031, 'natsu': 80147, 'ghoulies': 27086, 'admittadly': 80148, 'subgroup': 80149, 'enunciation': 49449, 'movieee': 80150, 'geneseo': 80151, 'flesh': 2117, "dola's": 80152, 'rooms': 4337, 'insisting': 12770, 'rekha': 33764, 'roomy': 82552, '72nd': 80153, 'blacksploitation': 33766, 'lemac': 80154, 'spinner': 49450, 'pantoliano': 23032, "chair'": 80155, "ditech'": 80156, "room'": 20369, 'government': 1369, 'khallas': 80157, 'sterner': 49451, 'monique': 20370, "rooyen's": 80159, "olin's": 80160, "loncraine's": 62581, 'unbalance': 39450, "'behind": 80161, 'password': 39451, 'schindlers': 49452, "wolverines'": 80162, 'slacken': 80163, 'finnish': 10502, 'chairs': 11846, 'acidently': 80164, 'tt0283181': 80165, 'believing»': 80166, "guthrie's": 33767, 'imprison': 39452, 'retrouvé': 76564, 'therapeutic': 39453, 'amendment': 24808, 'repartee': 20371, 'suites': 31779, "up's": 80168, 'retelling': 9211, "bucharest's": 80170, "caan's": 49453, 'misperceived': 80171, 'macromedia': 80172, 'larroquette': 80173, 'comon': 80174, 'fantasist': 80175, 'ornamentations': 80176, 'peterbogdanovichian': 80177, "'anaesthetic": 80178, "stan's": 27087, 'sketching': 39455, 'demonstrators': 49454, 'anguished': 17467, 'referential': 19263, 'therapists': 49455, 'donnacha': 33316, '\x85the': 80180, 'mcclain': 80181, 'voluptuous': 14784, 'vonbraun': 80182, 'selecting': 18297, 'unstoned': 80183, "'daydreams'": 80184, 'adversary': 14259, 'devoting': 33768, 'biblically': 32074, 'suevia': 80186, 'slayed': 39456, "stuart's": 80187, "'protée'": 80188, 'merited': 23033, "'twist'": 21483, 'hier': 80189, 'uecker': 80190, 'constraints': 7891, 'antrax': 80191, "'on'": 80192, 'screamer': 29906, "awful'n'inept": 80193, "'masterpiece'": 49421, 'backcountry': 80194, 'disgracefully': 49456, 'screamed': 9417, 'luna': 17468, 'scones': 80195, 'lung': 9611, 'lune': 80196, 'lund': 27088, 'lunk': 80197, 'quarrelling': 74864, 'csokas': 49458, 'hydroponics': 80198, "'manos'": 80199, 'mander': 49459, 'kooky': 12517, 'restricts': 39457, 'mandel': 27089, 'kooks': 39458, 'flynn': 3649, "'one": 16674, 'disengaged': 33769, 'foretaste': 80200, 'convergence': 39459, 'apollo': 8390, 'stepsister': 39460, 'proverbs': 33770, 'baptist': 15990, 'leashed': 80201, 'yuks': 80202, 'marquis': 9612, 'triumphant': 17469, 'wiliam': 80203, 'convince': 2519, 'leashes': 80204, 'musalmaan': 76790, 'mcconaughey': 15374, 'baptism': 21600, 'yuki': 39461, 'johntopping': 80206, 'newstart': 80207, 'rightly': 7663, 'int': 23034, 'inu': 49461, 'rubble': 14260, "grandparent's": 49462, 'cliver': 21488, 'inn': 12518, "queen's": 18298, 'loveearth': 80208, 'ink': 14786, 'ind': 49463, 'damsels': 32138, 'ing': 9613, 'salmaan': 49464, 'ina': 48449, 'inc': 9392, 'renowned': 9822, "fiction's": 80209, 'sharia': 49465, 'trials': 5959, 'diggs': 29907, 'sharie': 80211, 'sharif': 12188, '47s': 39462, 'seus': 80212, 'overwhelms': 23035, 'incorrigible': 39463, 'empires': 37526, 'miyagi': 48460, 'semblance': 7881, "sonny'y": 80214, 'changings': 80215, "shooters'": 80216, "again'": 33353, 'ahem': 12789, 'filmmakes': 56462, 'capers': 29641, "in'": 23036, 'mastermind': 9233, "jess'": 39464, 'coloration': 49467, 'ghost': 1210, 'unspeakably': 23037, 'grisales': 80219, 'deodato': 23038, 'mozart': 23039, 'lasted': 4338, 'lift': 5830, '477': 80220, '475': 80221, 'handymen': 80222, 'laster': 80223, "garcia's": 80224, 'unspeakable': 14787, 'frolics': 27090, 'riccardo': 49468, 'furbies': 80225, 'extrapolates': 80226, '25s': 74870, 'merkle': 39465, 'frolick': 80228, 'chili': 33772, 'pinjar': 13721, 'reconception': 62592, 'hedy': 9393, "'move'": 80230, 'schlonged': 80231, 'spew': 18209, 'tickle': 23040, 'expatiate': 62593, 'invaders': 14788, 'regal': 9614, 'situational': 18960, 'regan': 24810, 'whack': 12160, 'speeder': 39466, "railroad's": 80233, 'macgraw': 27091, 'yanking': 39467, 'lecture': 9418, 'waterlogged': 49469, 'govinda': 7764, 'bellerophon': 39468, 'adaptations': 5108, 'mutilations': 80784, "lambert's": 39469, 'cheapened': 24811, 'pinch': 19265, 'affirming': 16675, 'lunchroom': 80235, 'falwell': 33774, 'reinvent': 21602, 'dracko': 80236, 'chew': 7665, 'rydstrom': 77029, 'cher': 6419, 'speck': 38797, 'preached': 17470, 'blasphemy': 18299, 'surmounting': 80238, 'dreamstate': 80239, 'horn': 8738, 'preacher': 8821, 'preaches': 21603, 'ched': 80240, 'chee': 80241, 'hort': 80242, 'sledging': 80243, 'chen': 10267, 'chhote': 80244, 'sacrficing': 80245, 'specs': 39470, 'cheh': 20372, 'decadence': 13341, 'civilizations': 23563, 'pomeranz': 80246, 'deliberate': 6519, 'consequent': 33775, 'vampyr': 80247, 'glaciers': 39471, 'lizzie': 17471, 'zoomed': 38936, '6ft': 80248, 'officially': 8391, "'playing": 49471, 'crunch': 27092, 'school\x85': 80249, 'fizzles': 24812, 'leitmotif': 27093, 'bangkok': 15991, "'spoiler'": 80250, "bloss'": 80251, "aardman's": 49472, 'jiøí': 80252, 'leitmotiv': 80253, 'anarchism': 45275, 'lajo': 80255, 'items': 5275, 'rivault': 80256, "clarence's": 39472, 'anarchist': 33776, 'doleful': 80257, 'glittering': 33777, 'rydell': 39473, 'graders': 18300, 'highly': 542, 'soever': 80258, 'prurience': 80259, 'total': 961, 'kobayashi': 21604, 'paedophillia': 49473, 'shurka': 49474, "'labeled'": 80260, 'gulfax': 27094, 'foster': 2900, 'adolphe': 80261, 'hunkered': 80262, 'monteiro': 80263, 'plagiarize': 80264, "'foxhunt'": 80265, "'swim'": 80266, "must've": 7765, 'ruginis': 80267, 'irvin': 33778, 'ineptness': 18301, 'kodi': 77207, "depp's": 80269, 'midi': 80270, 'majel': 80271, 'wladyslaw': 33779, 'videographers': 80272, "guin's": 80273, 'núñez': 80274, 'salomé': 80275, 'nozzle': 80276, 'micky': 29909, 'micki': 80277, 'kellum': 87394, 'afrovideo': 80278, 'tornadoes': 15993, 'farce': 3683, 'darkie': 60120, 'spiritist': 80280, 'lemesurier': 80281, 'spiritism': 62444, 'operatic': 9824, 'likability': 15375, 'offshore': 49475, 'jiggy': 80282, "pereira's": 80283, 'yaqui': 80284, 'qualification': 49476, 'coined': 33781, 'earlier': 905, "'office'": 80285, 'screwdriver': 29954, 'publicised': 39474, 'halliburton': 33782, 'scull': 80287, 'feebles': 56475, 'austere': 15376, 'biron': 68950, 'encompassing': 16676, 'waitress': 4812, 'diapered': 80289, 'hummable': 29910, 'knight’s': 80290, 'singaporean': 49477, 'ambersons': 24813, 'defenders': 20373, 'patronizes': 39475, "'great'": 24814, 'tiffs': 33783, 'sohail': 23042, 'whedonettes': 80291, 'superman\x85': 80292, 'wended': 80293, 'finleyson': 49478, 'fotog': 80294, 'vento': 80295, "'cult'": 49479, 'befallen': 80296, 'rasulala': 33784, 'swarthy': 39476, 'violette': 80297, 'vents': 29911, 'encapsulates': 33785, 'carton': 20374, 'bitchiness': 33786, 'banu': 80298, 'raisingly': 80299, 'bans': 49480, 'bane': 14789, 'band': 1140, 'bang': 4037, 'bana': 24815, 'payback': 18302, 'vo12no18': 49481, 'dissuaded': 80300, 'carelessness': 33787, 'bank': 1979, "yonfan's": 80301, 'garmes': 49482, 'slavers': 80302, 'slavery': 7666, "'boeing": 80303, 'improvements': 15994, 'profusely': 29912, 'summarily': 23043, 'crocs': 38991, 'costello': 10983, 'niellson': 80306, 'sawtooth': 49483, 'logs': 29913, 'mangled': 17472, 'webber': 19266, 'siskel': 15574, 'webbed': 40276, 'mangles': 39477, 'sfsu': 80308, 'animetv': 80309, 'shadyac': 25398, 'whining': 6765, 'freindship': 62206, 'homelife': 80311, 'hooked': 3302, 'remorse': 10503, 'medicine': 7077, 'hooker': 7161, 'sassiness': 39478, 'imperialists': 49484, 'unfotunately': 80312, 'gardiner': 16677, 'standard': 1270, 'charlton': 5907, 'elegance': 10393, 'morass': 39479, 'shunted': 39480, 'uppers': 49485, 'supercop': 80313, 'furballs': 49486, 'kerkor': 80314, 'meshed': 80315, 'syrianna': 80316, 'saddling': 49487, 'meshes': 29914, 'delicious': 6332, 'thoughtfully': 17473, "fears'": 80317, 'lamentable': 32476, 'mervyn': 27095, 'omnipresence': 80318, 'goon': 14790, 'chasey': 20375, 'cruncher': 80319, 'crunches': 39481, 'severeid': 80320, "loos'": 50443, 'farming': 20376, 'refraining': 80322, 'grandchildren': 15377, 'loathesome': 80323, 'diversified': 33789, 'somnambulistic': 80324, "'ten": 80325, "'accidents'": 80326, 'chases': 3224, 'stupendous': 15575, 'formulmatic': 80328, 'burkley': 80329, 'seated': 12165, 'yoe': 80330, 'oshawa': 80331, 'badmen': 80332, 'takeshi': 29916, 'seater': 27096, 'rationalization': 29917, 'salvific': 80333, 'ardolino': 29918, "grimm's": 74005, 'sorrento': 80334, 'whatsit': 33790, 'nabors': 23044, 'sadoul': 49488, 'stalls': 24816, 'resolutive': 80335, 'whoosing': 80336, 'realm': 5510, "embalmer's": 80337, 'latter': 1566, 'lattes': 80338, "'locked'": 80339, 'realy': 39482, 'luxury': 8739, 'reals': 80340, 'mutants': 8734, 'lexcorp': 80341, 'richandson': 80342, 'weeding': 80343, 'xylophone': 27097, 'maiden': 9825, 'timidity': 39483, 'boxcar': 80344, 'involving': 1234, 'pantsuit': 80345, 'insulates': 80346, 'mehndi': 33791, 'khakkee': 80347, 'autopsy': 15378, 'kafkaesque': 30707, 'ascerbic': 80349, "d'artagnan": 49490, 'intergroup': 80350, "northam's": 33792, 'calculated': 10047, 'scavenging': 49491, "real'": 33793, 'valance': 33794, 'judgmental': 16678, 'radford': 29919, 'corkymeter': 80351, 'levinson': 16629, 'mbongeni': 80353, 'responded': 16679, 'takahata': 80354, 'redubbed': 49492, 'religions': 11847, 'halleck': 24817, 'laserdiscs': 80355, 'enjoyed': 507, 'foraging': 80356, 'painfully': 2146, 'implementation': 27098, 'hrt': 80357, 'layman': 24818, 'hrs': 13342, 'hrr': 80358, 'hrm': 80359, 'encino': 80360, "roo's": 80361, 'adequate': 3924, 'biographic': 49493, 'prospectors': 33795, "religion'": 80362, 'lightening': 21197, 'shabbir': 80363, 'vowels': 80364, 'leisure': 24819, "myra's": 39484, 'barbies': 49494, 'nasty': 1603, 'headlong': 33796, 'prune': 37530, 'uhura': 80365, 'gunslinging': 49495, "cheeta's": 80366, "'squirmers'": 80367, 'unmet': 80368, 'asturias': 75225, 'unshakeable': 49496, 'tilda': 21606, 'complimenting': 33797, 'abernathy': 43126, 'gulager': 33798, 'miserably': 3602, 'chihuahuas': 80370, "holly's": 24821, 'gainsbourgh': 33799, 'arthropods': 80371, "oozin'": 87659, 'projections': 33800, 'damnation': 29920, 'miserable': 4306, 'torching': 52917, 'kollos': 39486, 'afloat': 12189, 'cellophane': 56494, 'fetishes': 19267, 'grottos': 80373, 'contraband': 39488, 'jumpers': 42204, 'francescoli': 80374, 'wroting': 80375, 'geare': 80376, 'plastrons': 80377, "melford's": 78049, 'kierlaw': 80378, 'carnby': 24823, 'myeres': 80379, 'namby': 49498, "graver's": 80380, '¨nuit': 80381, 'oogey': 62614, "mountbatten's": 80382, '00pm': 33801, "kari's": 80383, "mutilated'": 68970, 'linkage': 33802, 'politburo': 80385, 'moisturiser': 80386, "'invisible": 80387, 'hjerner': 80388, 'germinates': 80389, 'courtland': 27099, 'gasped': 27100, 'exceeds': 13778, 'sloggy': 49499, 'homesickness': 49500, 'até': 49501, 'freakish': 14261, "'solid": 80390, 'peacetime': 29538, 'seizure': 18303, 'cadences': 80391, 'genetics': 21336, 'interrelations': 80392, 'constructively': 39490, 'oblivious': 7885, 'frenetic': 9826, 'highpoint': 24824, 'macdonald': 7557, 'unhappily': 15995, 'hallucinogenic': 29921, 'sachs': 29922, 'drafting': 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19270, 'denier': 80437, "aragorn's": 49518, 'conservationists': 80438, 'disconnects': 80440, 'gruesomely': 17476, "'tigerland'": 39501, 'indoctrination': 33805, 'grandfatherly': 49519, 'baskerville': 80441, 'talliban': 80442, "creature's": 39502, "hal's": 33806, 'sensationalism': 17477, 'taggert': 80443, 'posh': 9235, 'queda': 78291, 'rieser': 80444, 'anuses': 78295, 'confer': 80445, 'illustration': 13779, 'posa': 49521, 'hopeing': 80446, 'blandest': 33807, 'posy': 80447, 'fermat': 33808, 'post': 1205, 'sensationalist': 27101, 'chafe': 80448, 'monthy': 80449, 'escapes': 2946, 'rallying': 29923, 'coral': 49522, 'typeface': 63506, 'dannielynn': 48904, 'sizzling': 17478, "garden's": 49523, 'maronna': 39504, 'emasculating': 49524, 'octopus': 17479, 'soldiering': 39505, "rapp's": 44078, "rooneys'": 49525, 'suhosky': 80451, 'peppered': 14817, 'gearing': 80452, 'welisch': 80453, 'ullal': 80454, "lewinski'": 80455, 'steiners': 87197, "'son": 39506, 'côte': 80457, 'strangely': 2883, 'undersand': 80458, 'wal': 9827, 'wai': 10048, 'wah': 33809, 'wag': 33810, 'romp': 5109, "canfield's": 80459, 'people': 81, 'halton': 80460, "both's": 80461, 'macabre': 6405, 'waz': 80463, 'way': 93, 'wax': 5908, 'waw': 33811, 'wat': 29924, 'infantilised': 80464, 'war': 322, 'pasqualino': 62689, 'pirouette': 49527, 'ikuru': 80466, 'becoming': 1572, 'sundry': 27102, 'forgetful': 27103, "'making": 21610, 'taken': 620, 'durya': 80467, 'decodes': 80468, 'decoder': 80469, 'soubrette': 86349, 'anaesthetic': 49528, 'comprehending': 27104, 'fiancée': 8029, 'bypassing': 80472, 'judmila': 78416, 'portabellow': 80473, 'invincible': 10984, 'yakuza': 12830, 'flirtatious': 15966, 'sinyard': 62636, 'attuned': 23048, "left'": 42207, 'invincibly': 49529, 'michiko': 80477, 'yaphet': 15967, 'emit': 39508, 'pufnstuf': 18307, 'promises': 4928, 'moore': 2564, 'nudity': 1003, 'sycophantically': 80479, 'cleats': 80480, 'ferrell': 8021, "brother'": 33812, 'immortel': 33541, 'promised': 4404, 'tumba': 85492, 'incursion': 80482, "juice'": 80483, 'fairmindedness': 80484, 'ravenna': 49530, 'muckerji': 38794, "'grandmas": 80485, 'cliffhanger': 7162, 'rwandan': 80486, "rvd's": 80487, 'kolchack': 39511, 'alejo': 80488, 'repubhlic': 80489, "jesus'": 16681, 'noriaki': 80490, '68th': 80491, 'impossibilities': 33813, 'brothers': 1091, 'long\x97lost': 80492, 'juices': 24826, 'weirdest': 16648, 'belive': 27105, 'sociology': 23049, 'remarrying': 39512, "soi's": 66621, 'reflexes': 27106, 'secluding': 80493, 'pacey': 39183, "christ's": 16682, 'pacer': 80494, 'paces': 19271, 'necessitates': 80496, 'underated': 39513, 'demoralising': 80497, 'swathes': 39514, 'classmate': 19272, 'necessitated': 80498, 'longshoreman': 78532, 'precedent': 24827, 'paced': 1782, "'action'": 34548, 'goivernment': 80501, 'mélanie': 80502, 'foulmouthed': 49532, 'padrino': 80503, 'dalton': 4835, "'platform'": 42208, "azumi's": 39515, 'mahatama': 80504, 'certainly': 431, 'mounted': 12020, 'bluntschli': 39516, 'chatterboxes': 65032, 'absolutly': 29926, 'fof': 47850, "marcy's": 80507, 'fog': 5379, 'tush': 80508, "'hubristic'": 80509, 'tusk': 80510, 'hereon': 80511, 'taylorist': 80512, 'southwest': 15380, 'ivin': 80513, 'division': 8260, 'predicate': 78587, 'hannah': 7078, 'satisying': 80514, '1½': 31680, 'aesop': 80517, 'edgerton': 33819, 'ferociously': 49534, 'kitten': 14264, 'hicksville': 80518, 'kitted': 49535, "'54": 27785, 'respiratory': 80519, 'presented': 1350, 'latinamerican': 80520, 'presenter': 15971, 'waxworks': 24828, 'slothy': 80522, '1\x85': 80523, "cunningham's": 27107, 'sloths': 49536, "citizen'": 74911, 'clenteen': 39517, 'multistarrer': 80525, 'ashely': 80526, "pilger's": 49537, "latino's": 80528, 'repents': 39518, 'unreported': 35935, 'fairytales': 49538, 'affiliation': 29927, 'yesser': 49539, 'helpless': 6043, 'perusing': 49540, "art's": 49541, 'enticing': 11849, 'unravels': 14265, 'lavigne': 49542, "lynche's": 74855, 'eliza': 15997, 'uniform': 6333, 'sequential': 27108, 'illustrations': 15381, "karima's": 80530, "legros'": 80531, 'frothing': 39519, "o'fiernan": 80532, 'mellifluous': 80533, 'dubliners': 80534, 'acolytes': 49543, 'roaring': 9828, 'condoms': 33820, 'restyled': 80535, 'flames': 7153, "'angel'": 80536, 'caledon': 80537, "'hornophobia'": 80538, 'flamed': 29928, 'renzo': 80539, 'usually': 630, "qur'an": 49544, 'churchill': 14791, 'faghag': 80540, 'saunders': 27110, 'triads': 14266, 'legalize': 48507, 'tanuja': 67355, "'housewife": 49545, 'paragon': 24829, "lemmon's": 20378, 'shaming': 49546, 'sufferers': 33821, 'nepalese': 80542, 'proplems': 80543, 'moneypenny': 80544, 'cavallo': 80545, 'cavalli': 49547, 'sprezzatura': 80546, 'bluffing': 51641, 'selects': 33822, 'panzerkreuzer': 80548, 'film´s': 80549, 'dramatizing': 49548, 'fuhrer': 33823, 'mendenhall': 80550, 'pettit': 80551, 'throbbed': 80552, "faye's": 33824, 'grotesuque': 80553, "'cries": 80554, 'graphic': 2174, 'naughtiness': 49549, 'corwardly': 80556, 'you´ve': 49550, "mathurin's": 54100, "'classic": 80558, "dumbland's": 78858, 'heart': 480, "kattan's": 29929, 'hearp': 80559, 'hears': 5221, 'attribute': 16684, 'accordian': 39521, '1980s': 3483, 'kluznick': 80560, 'wordings': 80561, 'macarther': 49552, 'confucious': 80562, 'wardroom': 80563, "laurence's": 80564, 'restitution': 80565, 'fuming': 27111, 'dispositions': 49554, 'akras': 78895, 'scrimmages': 80566, 'raptus': 80567, "monks'": 80568, 'dominance': 20379, 'nonstop': 13343, 'spielberg': 3684, 'whacked': 9617, "'role'": 49555, 'sweeney': 20380, 'mstk3': 80569, "graystone's": 80570, 'whacker': 80571, 'pasting': 33825, "'dracula'": 39522, 'vilma': 80572, 'linclon': 80573, "goaul'd": 39523, 'affronting': 80574, "truck's": 39524, 'trumpets': 24830, 'alderson': 80575, 'cartouche': 39525, 'accelerated': 24831, 'eichmann': 39526, 'diaboliques': 49556, "matriarch's": 49557, 'fysical': 80576, 'crumple': 80577, 'worsens': 24832, 'misapplication': 80578, 'immitating': 80579, 'displayed': 4339, 'cotten': 17481, 'bewitching': 27112, 'playful': 8392, 'statistical': 39527, 'tutazema': 45531, 'vocation': 49082, 'rosetta': 18260, 'forma': 80581, 'forme': 80582, 'craptitude': 80583, 'willow': 20381, 'rosetti': 49559, "'derek": 80584, 'rosetto': 80585, "d'arc": 29930, 'vanning': 80586, 'gaging': 80587, 'yami': 80588, 'gaetani': 79279, 'takahashi': 27113, 'yama': 80589, 'chattering': 27114, 'keefs': 80590, 'pruned': 80591, 'trotwood': 49560, 'loooooooooooong': 80592, 'impassivity': 80844, "'minder'": 79008, "'thankyou'": 80593, 'transmissions': 33827, 'pruner': 85473, 'prunes': 80595, 'banally': 80596, "'partner'": 79016, 'intermesh': 80597, 'tonorma': 80598, 'enacted': 18308, 'nadji': 24833, 'nekron': 23051, 'galloway': 80599, "spy's": 44781, 'nadja': 49562, 'kerr': 9618, 'kers': 80600, 'kern': 27116, 'bursts': 9420, 'keri': 80601, 'ormond': 33828, 'kerb': 80602, 'caudillos': 80603, 'domain': 11724, 'intersting': 80605, 'rodríguez': 80606, "another's": 21611, 'cavanagh': 18309, 'hildegard': 29931, 'megalmania': 80607, 'pamanteni': 80608, 'pills': 11379, 'worthy': 1514, 'amateurishly': 18310, 'crothers': 16685, "jennifer's": 18311, 'looking': 264, 'waaaaaaaaaaay': 74923, 'navigating': 29932, 'housemaid': 27117, 'rokkuchan': 49564, 'thong': 33829, 'argh': 23052, 'argo': 49565, "andrews'": 14792, 'obligation': 11249, 'enfilden': 80610, 'plodded': 29933, "malacici's": 80611, 'creditability': 79128, "daisy's": 49125, 'deprivation': 29934, 'greenstreet': 21411, "lookin'": 29935, 'archibald': 15382, 'reconfirmed': 80613, 'melle': 29936, "gallipolli'": 56532, 'redbone': 80614, 'bichir': 24834, 'profess': 29937, 'nouvelles': 80615, 'kitne': 39529, 'sarcastically': 29938, 'tipps': 80616, 'xi': 39530, 'xo': 80617, 'airphone': 81890, 'xd': 33830, 'ladrones': 80618, 'xx': 29939, 'xy': 80619, "'stranger": 80620, "sondhemim's": 80621, 'proibido': 63402, "flaherty's": 62657, 'hairstyles': 13780, 'xs': 80622, 'xp': 29940, 'tippi': 29941, 'oedekerk': 58771, 'xu': 21613, 'slaked': 80623, "nobody'll": 49568, "valentine's": 14793, 'fintasy': 80624, 'yin': 24835, 'solstice': 49569, 'outspokenness': 80625, 'tragic': 1576, 'yip': 29942, "veidt's": 74927, 'lobbing': 49570, 'refresher': 39532, 'taxation': 39294, "'mulholland": 49571, 'humbug': 28283, 'cornwall': 27118, 'doctornappy2': 80627, 'tuttle': 80628, 'scalped': 80629, 'montauk': 80630, 'bilgewater': 80631, 'x1': 80632, "'that'": 49572, 'x4': 80633, 'scalpel': 18312, "'perfect": 39533, 'dinky': 49573, 'browsed': 49575, 'pensylvannia': 80634, 'magnesium': 80635, 'happy': 651, 'browses': 80636, 'browser': 80637, 'delia': 10051, 'investors': 19273, 'slay': 20382, 'slav': 80639, 'slap': 3685, 'tenuously': 45980, 'kairo': 49576, 'slam': 8261, "schnaas'": 33831, 'posited': 39534, 'slag': 49577, 'slab': 27119, 'kaira': 49578, 'annelle': 80640, 'overcoming': 12909, 'chastedy': 80641, 'jaysun': 80642, "maysles'": 49579, "metty's": 80643, 'howlin': 80644, 'deniers': 80645, 'santiago': 19274, 'adulhood': 80646, "mini's": 57206, "sanjay's": 80647, 'joeseph': 80648, 'underemployed': 49581, 'assasain': 80649, 'hurler': 80650, 'michelle': 2858, 'renal': 79338, 'appraisals': 80651, 'sidekick': 4130, 'achive': 80652, 'melanie': 16201, 'renay': 49583, 'hurled': 23054, 'vassilis': 80653, 'uninstall': 62661, 'typically': 3472, 'comparance': 80654, "'corporate": 80655, 'german': 1121, 'jewelery': 29943, "acting's": 33832, 'yôkai': 80656, 'hemmitt': 80657, 'nihlani': 80658, 'hunnam': 49584, 'resurrecting': 27120, "alright'": 45654, '2090': 80659, 'straggle': 80660, 'materialistic': 23055, 'molars': 79378, 'fifth': 6025, 'cimino': 49585, 'upgrade': 19275, 'scatterbrained': 80662, 'stained': 16686, 'mitzi': 24838, 'jolt': 15998, 'lansing': 49586, 'baumer': 33833, 'telefoni': 53374, 'malcontent': 49587, 'jole': 33834, 'phased': 49588, 'televisions': 29944, 'cantillana': 24839, 'chantal': 49589, "scorsese's": 13781, 'sooo': 12370, 'cannom': 80664, "pita's": 49590, 'truly': 368, 'loath': 33835, 'cornillac': 24769, 'cannot': 563, 'eensy': 80665, 'cryin': 49591, 'unfastened': 80666, 'manuscripts': 39536, 'celebrate': 8262, 'meaningfull': 80667, 'disentangling': 80668, 'lollies': 80669, 'skinning': 24851, 'imbecile': 23056, 'keyed': 24840, 'overworked': 19276, 'leut': 80670, 'inescapeable': 80671, "'ghost": 80672, 'keyes': 19277, "barbra's": 39537, "'duh": 35130, 'berserkers': 25170, "start's": 39343, 'spore': 49592, 'soot': 80674, 'critially': 80675, 'waggoner': 39538, 'elected': 8263, 'afoul': 17483, 'culpable': 49593, 'sport': 4106, 'helo': 80676, 'loudspeaker': 49594, 'herschel': 16687, 'lonnie': 24841, 'wallonia': 80677, 'zola': 33836, "1840'": 80678, 'thurl': 49595, 'between': 197, 'mandarin': 24842, 'stateside': 49596, 'macist': 80680, 'aicha': 49597, 'courius': 56547, 'guire': 86935, 'fleggenheimer': 49599, 'chillingly': 18454, 'comeback': 7348, 'intrigiung': 80682, 'sniggering': 49600, 'afican': 49259, 'perceptions': 18313, 'installation': 24843, 'crisper': 39357, 'mono': 13782, 'monk': 4929, "ringwald's": 80684, 'enabling': 15999, 'mezrich': 49601, 'felichy': 80685, 'snuggle': 80686, 'usurious': 80687, "maupassant's": 49602, 'cranium': 80688, "hoff'": 80689, 'looms': 21614, 'goth': 11135, "naschy's": 16688, 'reliables': 66694, 'informed': 6521, 'markedly': 27123, 'maladroit': 39539, 'gemser': 38747, 'razzie': 11538, "dell'orco": 27124, "pumba's": 80691, 'conceptualized': 79610, 'commentating': 80692, 'villains\x85': 80693, "peoples'": 16689, 'patriarchal': 20383, 'cloudscape': 80694, 'elusions': 80695, 'hoffa': 49286, 'fattened': 74941, "gervais'": 80697, 'convergent': 80698, 'petronius': 40156, 'realities': 6094, 'soothe': 27125, 'prehistoric': 10049, 'these': 131, 'wealthiest': 33838, 'accommodating': 39540, 'chinatown': 11850, 'supernovas': 80699, 'stauffer': 80700, 'steinberg': 29873, 'aaargh': 33839, 'roughing': 27126, 'negras': 80702, 'bottin': 65578, 'thesp': 79672, 'trice': 80703, 'implausiblities': 64890, 'humanization': 53017, "villains'": 33841, 'agnostic': 21616, 'redlich': 39541, 'commander': 5663, 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'perfectly': 947, 'paved': 17399, 'cyr': 49755, 'sternberg': 19290, 'friendkin': 81173, 'greta': 9831, 'grete': 49756, 'rsc': 81174, 'approachable': 39627, 'cya': 39628, 'manipulation': 7670, "wainright's": 81175, 'reunification': 81176, 'comported': 81177, 'costard': 49757, 'heartedly': 18332, 'pére': 81178, "cossimo's": 81179, 'markell': 81180, 'cartoonist': 23072, 'acadamy': 81181, 'alecia': 29994, 'cartoonish': 6178, 'soviets': 24871, 'chirstmastime': 81182, "1998's": 49758, 'niño': 81183, 'spotters': 81184, 'niña': 81185, 'inian': 69118, 'takashima': 49760, "1973'": 81186, 'emptying': 81187, 'mepris': 81188, 'huorns': 81189, 'saintly': 27155, "river's": 33885, 'chegwin': 81190, 'mesias': 81191, 'ephemeral': 15388, 'serialkiller': 81192, 'issuing': 81193, 'pivotal': 7451, '“mad': 81194, "meek's": 81195, 'lecturer': 20398, 'lectures': 14802, 'mileage': 23073, 'unresisting': 81196, 'taints': 49761, 'submissiveness': 81197, 'intentions': 2995, 'moths': 33886, 'rigor': 33887, 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'homosexuality': 6247, 'serves': 2462, 'server': 49967, "oz's": 49968, 'indisputably': 49969, 'escpecially': 87000, 'either': 342, 'served': 3006, 'misinterpreting': 44148, 'phaoroh': 81859, 'sneaker': 81860, 'crunchy': 69236, 'laserlight': 81861, 'pittsburg': 81862, "'call'": 49970, 'crimedies': 81863, 'commandeer': 39752, 'sentinel': 5569, 'erase': 13798, 'unsustainable': 60622, "london'": 49971, 'lackeys': 39753, 'pasture': 33955, 'playmobil': 81865, 'angelical': 73879, 'matching': 9626, 'koolhoven': 81866, "''peeping": 81867, '84s': 49972, 'kikabidze': 49973, "vernon's": 81868, 'allegiances': 49974, 'pianful': 81869, 'arguebly': 56719, '84f': 81870, 'bechlar': 87056, "mack's": 33956, 'capricious': 29022, 'louisianan': 81871, 'comicon': 81873, 'vistas': 14337, 'apprentice': 9321, 'highjinks': 81874, 'breastfeed': 49976, "'reign": 49977, 'convulsively': 58733, "mankiewicz'": 81875, 'untamed': 30444, 'crafting': 18347, "manville's": 81876, 'qualen': 49978, 'smear': 21657, 'teddy': 8938, 'francen': 44149, '849': 81878, 'mixes': 8568, 'vandalising': 81879, 'birdie': 18049, 'occationally': 81880, 'throttled': 81881, 'mixed': 1846, 'provisional': 81882, 'provincetown': 81884, 'wilds': 21658, '30lbs': 81885, 'dagger': 12925, 'bountiful': 39755, 'splint': 39756, 'potemkin': 39757, 'wilde': 12314, 'rockstars': 81886, 'quaalude': 81887, 'needlessly': 9053, "triton's": 49980, 'kasugi': 81888, 'shells': 21659, 'hebrews': 27449, 'psychologizing': 63716, 'teamings': 81889, 'shelly': 12199, 'madder': 40596, "'early": 81891, 'laboriously': 27193, 'shelli': 49981, 'undamaged': 81892, 'purgatory': 14810, "gods'": 81893, 'nutzo': 81894, 'storytellers': 27194, 'hiccup': 39758, 'purgatori': 81895, "wild'": 39759, 'adler': 33957, 'saluja': 81896, 'pitting': 20415, 'gooooooodddd': 81897, 'horseplay': 81058, 'scorning': 81898, "'crains'": 81899, 'embed': 81900, 'fils': 81902, 'palate': 39760, 'entrapping': 85133, 'conundrum': 33958, '\x91les': 43081, 'maegi': 81904, 'citation': 49982, 'boxlietner': 81905, 'personnallities': 81906, 'maxed': 81907, 'eliz7212': 81908, 'file': 7795, 'scwatch': 81909, 'yasbeck': 33959, 'filo': 81910, 'film': 19, 'fill': 2230, 'tedious': 2329, 'adamantium': 39761, 'genres': 3891, 'armless': 62683, 'izzard': 9238, 'personnel': 11255, 'repent': 24906, 'weensy': 81913, "president's": 16699, "bunuel's": 24907, "planet'": 30050, "swinger's": 81914, 'important': 671, 'safar': 81915, 'chris': 1375, 'realigns': 81916, 'Äänekoski': 81917, 'sneeze': 33960, 'barometers': 81918, 'conclusive': 33961, '20mins': 81919, 'giallos': 49983, 'defoe': 23099, 'sebastain': 39762, 'scenification': 81920, 'recklessness': 24908, 'landfill': 20416, 'husks': 39763, "genre'": 81921, 'monstroid': 81922, 'weta': 81923, 'oral': 11550, 'squirmers': 81924, 'vila': 81925, 'suny': 81926, 'mongkok': 81927, 'vile': 6028, 'absolutlely': 81063, 'suns': 27195, 'forbidden': 4075, 'dollar': 2860, 'levelling': 87388, 'sunk': 7893, 'zing': 24909, 'chabrol': 22990, 'matar': 69249, 'madcaps': 81931, 'campell': 39764, 'fixtures': 81932, 'zinn': 40023, 'mommies': 39765, 'sung': 5329, 'slunk': 81934, 'baaaad': 81935, 'sidious': 81936, 'nines': 49986, "noll's": 39766, 'felton': 33962, 'shredding': 81937, 'destroyers': 33963, 'sceptically': 49987, 'overdoing': 30051, "territory'": 81938, 'kats': 81939, 'returning': 3579, 'iconoclastic': 81940, 'kaiba': 81941, 'einmal': 49988, 'bleach': 24910, 'difference': 1471, "sun'": 81942, 'liceman': 33964, 'didja': 81943, 'cackling': 21660, 'mongooses': 87462, 'isabelle': 7744, 'bucco': 81945, 'urbania': 51191, 'intricately': 16700, 'juxtaposition': 16014, "'sixteen": 25177, "'warm": 81946, 'overstretched': 81947, 'raptor': 13799, 'withheld': 25332, 'ritter': 3656, 'burlinson': 30052, 'sivan': 30053, 'perception': 6248, '\x85much': 81948, 'wiarton': 87508, 'etait': 81949, 'cigars': 21661, 'undecipherable': 30054, '\x96brilliantly': 76252, 'diffusing': 49992, 'exasperation': 24911, 'zagros': 81950, 'brattiest': 81951, 'hka4': 81952, "aronofsky's": 81953, 'amphibulos': 33965, 'public': 1068, 'verrrrry': 81955, 'najwa': 39767, "shelly's": 81956, 'compilation': 11256, 'spinozean': 87552, 'minuets': 30055, 'dabbled': 33966, "daniels's": 49993, 'free': 876, 'yokozuna': 20570, 'bakeries': 81958, 'lawyerly': 81959, 'jackie': 2351, 'lubricants': 81960, "kermit's": 33967, 'butrague': 81961, 'jazmine': 87606, 'dessinées': 81962, 'cowardly': 8591, 'abortionist': 81963, 'possessively': 39768, 'bdwy': 81964, 'networth': 81965, 'rican': 11859, 'misguised': 81966, "burroughs'": 30056, 'trish': 12249, 'rafi': 49995, 'shack': 9427, 'rafe': 49996, 'wiped': 6874, 'paraphrases': 81968, "belmondo's": 49997, "medium'": 81969, 'wolfen': 39769, 'raft': 9840, 'paraphrased': 34596, 'wipes': 12200, 'hegemony': 49998, 'steampile': 81970, "'wrong": 39771, 'offs': 5719, 'yolande': 30057, 'leonard': 4341, 'yolanda': 39772, 'finishable': 81971, 'lemons': 30058, 'kwong': 81972, 'magnific': 81973, 'lemony': 49999, 'breakdance': 39773, 'lizzette': 76178, 'devgans': 81975, "nekhron's": 81976, 'ladybug´s': 81977, 'subterfuge': 21662, 'corncob': 50000, 'mediums': 18348, "database's": 74200, 'discribe': 81978, 'ribcage': 81979, 'sleuth': 9054, 'morty': 13358, 'zivagho': 81980, 'mysoju': 81981, 'morti': 81982, 'morto': 81983, 'hypercritical': 81984, 'flicka': 81985, 'reliving': 18349, 'botanist': 50001, 'lowpoint': 39774, 'awkward': 2091, 'preening': 33969, 'floodlights': 81073, 'larsen': 87764, 'fed': 5067, 'furball': 81986, 'profiting': 39775, 'musashibo': 81987, 'epitomised': 81988, 'aloung': 87784, "genius'": 50003, 'advice': 2014, 'scrunching': 50004, 'intones': 81990, 'rosanne': 39776, 'rosanna': 11257, 'epitomises': 40150, 'intoned': 81992, 'unflashy': 81993, 'statuary': 81994, "'looks'": 81995, 'gravelly': 30502, "platforms'": 81997, 'deserter': 81998, 'quelling': 81999, "that'd": 23100, "'anti'": 82000, "that'a": 87827, 'blunder': 24913, 'deserted': 5505, '1473': 82001, 'kuriyama': 27574, 'responsibility': 4753, 'kuriyami': 50005, "that's": 195, 'bryden': 50006, 'meathooks': 62887, 'sushant': 50007, "'shameometer'": 82003, 'darabont': 50008, "coltrane's": 55103, 'industrial': 5391, 'ghajini': 36543, 'sequels': 2286, 'visceral': 8901, 'lashings': 50009, 'adios': 39778, 'zhuangzhuang': 50010, "baronland's": 82005, 'kucch': 82006, 'heartstopping': 82007, 'arias': 23101, 'upping': 27199, 'curvacious': 69097, 'orcas': 30059, "hong's": 87908, 'limped': 39779, 'humans': 1711, 'capriciousness': 50011, 'neweyes': 28537, 'oxford': 18490, "fini's": 81076, 'iranians': 30060, 'association': 9055, 'limpet': 50012, 'deteriorates': 27201, 'quayle': 39780, 'ashen': 82010, 'philosophical': 4342, 'rigueur': 50013, 'asher': 30061, 'ashes': 11919, 'connolly': 9841, 'overacted': 14346, 'snakeeater': 51788, 'shekels': 82013, "appliances'": 82014, 'unidimensional': 82015, "millar's": 82016, 'forthright': 30062, "giamatti's": 82017, 'harm': 5392, 'hark': 10993, 'steptoe': 39781, 'hari': 21663, 'bankrupted': 33972, 'fish': 3105, 'hard': 251, 'hara': 24915, "rainmaker'": 82018, 'ganem': 82019, 'draaaaaaaawl': 82020, 'fist': 5549, 'filmograpghy': 87974, 'hart': 4476, 'hars': 82021, 'orient': 27202, 'harp': 10274, 'mustered': 82022, 'cheeseball': 27203, 'fatales': 30063, 'childish': 3784, 'discouraging': 34629, "brahm's": 82024, 'longtime': 9627, 'falangists': 82025, 'sloan': 23102, "'walnuts'": 82026, "'scum'": 82027, "bachchan's": 50014, 'unidentifiable': 82028, 'disobedience': 51806, 'lawrence': 4240, 'tackiness': 32380, 'apidistra': 69018, 'psychosexual': 50016, 'croucher': 82029, 'senor': 39782, 'rainmakers': 50017, 'pochath': 39783, 'shlater': 82030, 'gazzaras': 82031, 'allocation': 82032, 'bulletproof': 21664, 'reinforces': 15398, 'computers': 5964, 'predate': 39784, 'kosti': 82033, 'rainforest': 39785, "fatale'": 82035, 'nymphets': 82036, 'reinforced': 12926, 'copper': 14812, "10'x10'": 82037, 'plow': 58779, '¨invitation': 82038, 'unmanageable': 71574, 'shoah': 82040, 'hately': 82041, 'neglects': 20417, 'hatefulness': 82042, 'booty': 16016, "bro'": 34113, 'aghhh': 82043, 'kongfu': 82044, 'least': 219, "senses'": 82045, 'zd': 49716, '180': 10995, 'quada': 82046, 'quade': 50020, 'analytical': 24197, '188': 82047, 'gingrich': 62762, 'ostracization': 82049, 'overplays': 27204, 'overact': 11446, 'honore': 82050, 'travail': 27598, 'akai': 82052, 'leaderless': 82053, 'doctors': 5913, 'alvaro': 62900, 'akas': 82054, 'shravan': 69263, "livien's": 30064, 'supposes': 39786, 'supposer': 82055, 'mahal': 82056, 'belen': 35497, 'ungodly': 21665, '18s': 50022, 'hooligans': 14893, '2020': 50023, 'supposed': 421, '2022': 17622, '2023': 82058, "d'autre": 82059, 'booth': 8396, 'flitter': 50025, 'picked': 1634, 'replacdmetn': 82060, 'orderd': 82062, "nastasya's": 82063, 'pornography': 7552, 'uninvolving': 13800, 'woodenhead': 50026, 'cinematheque': 33975, 'orders': 4001, "d'ericco": 82065, 'choppily': 47923, 'flared': 39787, "greaves'": 82067, 'mussolini': 18329, "homer's": 14813, 'climes': 44160, 'flares': 24916, 'costs': 2202, 'deepening': 24917, 'brujo': 50027, "commentary'": 50028, 'kleinman': 21667, "order'": 33976, "chanteuse's": 82068, 'popularising': 88243, 'most': 88, 'esoteria': 69267, 'moss': 7166, 'costy': 82069, "'suspend": 82070, "'arriba": 62903, "patinkin's": 82072, 'corrupts': 33977, 'goodwill': 30066, 'stereotypic': 50030, 'whetted': 39789, "'which": 50031, "script's": 14814, "'offensive'": 82073, "exectioner's": 82074, 'standoff': 50032, 'trashiness': 82075, 'bucktown': 27205, "norton's": 24918, 'bluntly': 14815, 'musashi': 82076, "'communistophobia'": 66812, 'soval': 66133, 'klutziness': 82077, 'mccarthyism': 36523, 'gröllmann': 82079, "norton'd": 82080, 'contorted': 50034, "'shart'": 82081, 'channy': 82082, 'fluffier': 82083, "beetle's": 50035, 'distributed': 7894, 'stinkers': 16017, 'roughshod': 39790, 'fiend': 8402, 'override': 30067, '8': 706, 'distributer': 50036, 'distributes': 33978, "'realistically'": 82084, 'tyron': 82085, 'mein': 20418, 'exaggerating': 13281, 'wonky': 33979, 'wonka': 50037, 'destructiveness': 49084, 'revolta': 82087, 'sensualists': 82088, 'terorism': 82089, 'tyros': 82090, 'menchú': 82091, 'huff': 39791, 'suares': 82092, 'suarez': 33980, 'remove': 5914, 'overfilled': 57744, 'fossilised': 87498, 'unfettered': 30068, 'dreadcentral': 62906, 'drainboard': 82094, 'garcin': 82095, 'fledged': 14816, "annemarie's": 82096, 'akerston': 87499, 'scruffy': 20419, 'cynical': 3068, 'intemperate': 82097, "marcus's": 82098, "sheep'": 50039, 'liom': 82100, 'lion': 3079, 'satiric': 13880, 'durrell': 82101, 'anybodies': 82102, 'materially': 50040, 'repairs': 21668, 'ungainfully': 82103, 'quintana': 30069, "'vela'": 82104, 'burner': 24919, "kid's": 5499, 'hornby': 50041, 'sev7n': 82105, 'burned': 3862, 'underling': 27208, 'transfered': 17505, 'windswept': 82106, 'seeded': 50042, 'rosie': 10514, 'egotist': 30070, "'japonese": 82107, 'alarmist': 25777, 'cinders': 82108, 'masterful': 4793, 'nashville': 19312, 'santell': 82109, 'barrack': 82110, 'pepsi': 21669, 'egotism': 39792, 'powerbomb': 50043, 'folding': 24920, 'reverse': 7079, 'counterfiet': 82111, 'rustbelt': 82112, 'bongo': 39793, 'humoured': 33981, 'elliot': 9629, "horvarth's": 82113, 'simple': 603, 'phoenician': 82115, 'rae': 14592, 'simply': 328, 'busters': 39795, 'melenzana': 82117, 'helms': 16018, 'bisset': 39796, 'frutti': 82118, 'storybooks': 82119, 'amnesia': 12541, 'taxfree': 82120, 'amnesic': 82121, 'excon': 82122, 'mitowa': 82123, 'slips': 9056, 'bossell': 69273, "schoolboy's": 56764, 'mst3': 82125, "'van": 82126, "f's": 50044, "boop's": 40832, 'unnecessarily': 7895, 'lings': 82127, 'misunderstands': 50045, 'ones\x97with': 82128, "vacano's": 82129, 'philidelphia': 82130, 'blondel': 56766, 'lingo': 21907, "beer'": 87717, 'overseen': 33982, 'hoggish': 57395, "naive'": 82131, 'pierpont': 33984, 'burnsian': 82132, 'coris': 82133, 'eaglebauer': 33985, '5\x80': 82134, 'wiretapping': 82135, 'stubbornly': 24921, 'facade': 12927, "iq's": 82136, 'corin': 19824, "'seduced'": 52074, 'externalize': 82138, 'butches': 82139, "asylum'": 82140, 'ray': 1535, 'kurasowa': 30072, 'passwords': 82141, 'neuroses': 20420, 'oversees': 82142, 'oklar': 33986, "'47": 62914, 'expressiveness': 50049, 'reiser': 7354, 'santorini': 34717, 'teleseries': 82144, 'naives': 82145, 'woofer': 82146, 'timid': 12004, 'predecessors': 8403, 'radioactivity': 24922, 'frankenstien': 82147, 'noll': 18350, 'nolo': 82148, 'swish': 39798, "damiani's": 82149, 'mollusks': 82150, 'viewmaster': 82151, 'walburn': 82152, 'tt0059080': 82153, 'codeine': 82154, "luque's": 82155, 'covets': 50051, 'amps': 50052, 'signalled': 82156, 'psst': 82157, 'hastings': 16701, 'chushingura': 74737, 'rubbernecking': 82158, 'felled': 50053, 'levered': 82159, 'distracting': 4072, 'openly': 7917, "the'ny'": 82161, "'84'": 82162, 'letting': 3183, 'nausium': 82163, 'impalements': 50054, 'dynastic': 50055, 'macguffin': 33987, 'prologue': 8124, 'passionless': 23104, 'masoud': 82164, 'all”': 82165, 'deliberately': 4039, 'homies': 82166, 'wim': 23927, 'gerolmo': 33988, "disk'": 82168, 'clan': 5688, 'squawk': 82169, 'wil': 39998, 'badguy': 50057, 'conformed': 82170, 'saluted': 82171, "valentinov's": 82172, 'judgement': 8404, 'foreigners': 14282, "adventures'": 82173, "malones's": 72261, 'salutes': 33989, 'lookinland': 82174, "jesminder's": 82175, 'heartwrenching': 33990, 'tonalities': 27210, 'degenerated': 21208, 'cogs': 33991, 'flub': 50058, 'flue': 50059, 'composited': 82176, 'flux': 24923, 'birma': 82177, 'neatest': 82178, 'dipasquale': 50060, 'austrailia': 50061, 'spaceballs': 20422, 'naughtily': 82179, 'grossest': 82180, 'publics': 50062, 'jibes': 33992, 'humorous': 1981, "'emmanuelle'": 50063, '30s': 6182, 'brend': 82181, 'martial': 1644, '30k': 52258, 'nana’s': 50064, 'falafel': 50065, "kidnapper's": 82182, 'brent': 7455, 'loudhailer': 82183, 'jewelry': 8569, 'minigenre': 82184, 'pelt': 33993, "irene'": 82185, 'cringeable': 82186, 'mongoloids': 50066, 'glynnis': 82187, 'hardass': 50067, 'grispin': 82188, 'scofield': 39799, 'pele': 50068, 'disreguarded': 82189, 'aflame': 50069, 'glob': 39800, 'dismally': 20423, 'cameraman': 7774, "sumpter's": 52295, 'patient': 3124, 'taxing': 30073, '300': 6606, 'mcbeak': 50070, "'events'": 82191, 'khamosh': 82192, 'intenstine': 52306, 'mcbeal': 23105, "'why's": 82193, 'subconscious': 10275, 'gibbons': 30075, 'kazakhstani': 82194, 'goods': 6607, "johnston's": 82195, "taj's": 33994, 'constraint': 50071, 'goody': 11933, 'lookouts': 52328, 'dagwood': 82197, 'walston': 14818, 'mesmeric': 73985, 'goode': 39801, 'guerillas': 82198, 'okul': 82199, "brodie's": 39802, "robinsons'": 82200, "boy'": 23107, 'boricuas': 52347, 'nsa': 30076, 'stever': 82202, 'boomslang': 39803, 'uprooting': 87519, 'Ángel': 82203, 'steven': 2153, 'remembrance': 23108, 'ghosting': 82204, 'calming': 39804, 'ontario': 16702, 'degli': 50073, 'pharmaceuticals': 82206, 'parting': 15399, 'waistline': 52388, 'schwarzeneggar': 39805, 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'whinge': 82668, 'interject': 30103, 'prevails': 14824, 'devastating': 6422, 'hotch': 37598, 'reputation': 2574, 'rupees': 50228, "'show'": 50229, 'daffily': 82669, 'stormbreaker': 82670, "dynasty's": 82671, 'pzazz': 82672, 'cyd': 23130, 'occhipinti': 82673, 'radio': 1875, 'you´r': 82674, "'straight'": 30104, 'whitehouse': 34050, 'tremaine': 20434, 'hendrick': 39884, 'schooners': 55000, 'adoration': 18359, 'aardman': 20435, 'claudi': 82675, "'grim'": 55005, 'claude': 5915, 'stanze': 50230, 'symphonic': 23132, 'symphonie': 82676, 'lodge': 27239, 'announce': 14288, 'mascots': 82677, "'sweater": 82678, 'erasure': 82679, 'deerfield': 34051, 'shadmehr': 82680, 'semon': 82681, 'hostility': 16709, 'villainies': 82682, 'jatte': 50231, 'torah': 46157, 'amazon': 5506, 'agostino': 82683, 'gaudini': 82684, 'frying': 16027, 'lowber': 82685, 'thhe2': 50232, 'reinstall': 82686, 'cozied': 82687, "jannings'": 57565, 'overbearing': 7458, 'chesapeake': 50233, 'erupt': 21687, "sunset'": 82688, 'cozies': 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"bazza's": 47963, 'maims': 82741, 'ratcher': 47245, 'matinées': 35298, 'raza': 82742, "nbc's": 39891, 'bungling': 27243, 'positives': 10280, 'tyson': 13810, 'paratrooper': 40672, 'dylan': 5965, 'govind': 21688, 'assembled\x97': 82744, 'mccullums': 82745, 'doff': 82746, 'cranes': 34058, 'glinda': 87610, 'mother': 449, 'alarms': 16710, "flamingos'": 82748, 'jamshied': 82749, 'gaolers': 82750, 'southstreet': 82751, 'bourvier': 82752, 'thumbs': 3363, "'10'": 24957, 'looter': 50249, 'nowheresville': 82753, 'verbose': 22133, 'elk': 35313, 'günter': 82755, 'eli': 7459, 'collars': 23136, 'massacrenot': 82756, 'brigham': 15417, 'ela': 82757, "snowman's": 50250, '5s': 82758, "natalia's": 82759, 'conehead': 82760, 'yeah\x85': 82761, 'ely': 18361, 'els': 50251, 'deschanel': 24958, 'dirigible': 82762, 'anais': 50252, 'carol': 3687, "'dry'": 82763, 'addicts': 14290, 'x2': 29830, "'westerns'": 82764, 'blackmarketers': 82765, 'cultural': 2664, 'karisma': 14291, 'flipside': 82766, 'mst3king': 82767, 'quicksand': 39893, 'judge': 1916, 'authorship': 39894, 'roach': 8910, 'comedyactors': 82768, 'göteborg': 82769, '59': 34060, '58': 18362, '55': 14292, '54': 14825, 'caselli': 82770, '56': 13811, 'dishonest': 12646, '50': 1567, '53': 20439, '52': 16028, "collar'": 82771, 'dissociative': 82772, 'arbitrary': 10057, "5'": 34061, "'could'": 50254, 'roamer': 50255, 'frontieres': 82773, 'jeanane': 82774, 'gifted': 4937, 'frustrations': 13812, 'successfully': 2973, 'everbody': 82777, 'roamed': 34062, "parachuting'": 82778, "attlee's": 82779, "gentlemen's": 82780, 'tutorial': 50256, 'relabeled': 80808, 'proceeding': 17517, 'zionist': 34063, "'annihilate'": 82781, 'everything': 282, 'zionism': 82782, 'vaudevillesque': 82783, "'cartoonish'": 82784, 'saville': 50257, 'cuttingly': 82785, 'expires': 25964, "mgm's": 14153, 'beachcombers': 82787, 'jorge': 16334, "dance'": 34064, "welles'": 7896, "keepin'": 82788, 'blooper': 27244, 'discount': 10281, 'cathernine': 82789, "'absorbed'": 82790, 'hush\x85hush\x85sweet': 82791, "'last'": 50259, 'permitted': 16029, 'mechanized': 50260, 'chapter': 4755, 'eaves': 50261, 'cowboy': 2535, 'latrine': 39895, 'mormondom': 82792, 'beanpoles': 82793, 'latrina': 50262, 'greenscreen': 82794, 'trustworthy': 21689, 'michalis': 50263, 'guest': 3474, 'runtime': 9845, 'civic': 21690, 'civil': 3283, 'fraticelli': 82795, 'obtaining': 15419, 'naturalized': 82796, 'inclusive': 27245, 'bobbitt': 82797, 'bobbity': 82798, "weide's": 82799, "bradley's": 67325, 'classiest': 50265, 'lusciousness': 82800, 'git': 41937, 'gis': 24959, 'bootlegging': 50266, "alsobrook's": 82801, 'nunez': 24960, 'distatefull': 82802, 'transform': 10058, "dp's": 82803, 'gig': 8270, 'virgin': 3226, 'virgil': 23137, 'gic': 82804, '\x85right\x85': 82805, 'gia': 82806, 'gin': 24258, 'gil': 11262, 'archives': 14191, 'intolerance': 13813, 'bukhanovsky': 39897, 'postmodernism': 82808, 'conrand': 82809, 'attempted': 3364, 'illuminating': 28963, 'butthorn': 39898, 'calculatingly': 82811, 'aardvarks': 82812, 'charterers': 82813, 'korot': 82814, 'dingaling': 82815, 'shrieber': 50267, 'ruined': 2259, 'quicksilver': 50268, 'corbomite': 50269, 'simplifying': 50270, 'decorate': 39899, 'radicalize': 82816, 'rehire': 82817, 'eifel': 82818, 'fury': 5114, 'shined': 24961, 'labia': 50271, 'naushads': 82819, 'candlelit': 82820, "mc's": 50272, 'shines': 3141, 'annoying': 613, "cartoons''": 82821, 'furo': 82822, 'rickaby': 82823, 'clasic': 82824, 'faithful': 2734, 'whereas': 3142, "secretery's": 82825, "cult's": 39900, 'loosening': 82826, 'vanquished': 30109, 'perfected': 10059, 'chakraborty': 82827, "augusten's": 82828, 'hippocratic': 82829, 'jeevan': 50273, 'cramming': 82012, 'vanquishes': 82830, 'subsidize': 50274, 'keehne': 34065, "missile's": 82831, 'toad': 15421, 'databases': 82832, "curr'": 82833, 'bregovic': 34066, 'brief': 1417, 'remarquable': 82834, 'filmable': 50275, 'befores': 82835, 'summerson': 82836, 'nuveau': 82837, 'coach': 4309, '1547': 61765, 'beckert': 82838, 'contemporaneity': 66379, "see's": 24962, 'blanchard': 34067, 'gazillion': 82839, 'rebbe': 82840, 'disobeys': 34068, 'discern': 16030, 'oogling': 82841, "zifferedi's": 63024, 'caudill': 82842, "'unlearn'": 82843, 'promoting': 8749, 'cack': 82844, 'weakening': 39901, 'gopal': 13814, 'hammers': 19331, 'outmoded': 50276, 'imposture': 82845, 'josten': 82846, "chabert's": 82847, 'ostentatiously': 82848, 'sequal': 27247, 'gravitate': 50277, 'nesting': 66273, 'ryhs': 82849, 'christenson': 50278, 'matuschek': 12938, 'phiiistine': 82850, 'couches': 34069, 'peeps': 39903, 'couched': 39904, 'moovie': 27248, 'booking': 50279, "wardh'": 82851, 'propellant': 82852, 'waggon': 82853, 'guzzling': 34070, 'vouched': 82854, 'invader': 24963, 'invades': 30110, 'chaykin': 55874, 'farted': 63753, 'sidetracking': 82856, 'invaded': 16031, 'voucher': 39905, 'dolby': 13815, 'bacteria': 34071, 'endangering': 34072, 'unability': 82857, "france's": 17519, "luby's": 82858, 'nihilists': 55920, 'kosmos': 82859, 'channeled': 34073, "d'alatri": 82860, "witchcraft'": 82861, 'channeler': 82862, 'okazaki': 82863, '\x84old': 82864, 'hotvedt': 82865, 'noticeable': 6453, 'jeanine': 82866, 'dorie': 24964, 'overrides': 50283, 'scooping': 61862, 'guilty': 2520, "eric's": 12207, 'stomachs': 23138, 'reincarnate': 30112, 'jancie': 82867, 'hospitality': 34074, 'noticeably': 11263, "nuyen's": 82868, 'overrided': 82869, 'doris': 9057, 'vicissitudes': 39080, 'tchy': 82870, 'somersaults': 30113, 'degobah': 82871, 'asagoro': 27115, 'connivance': 50284, "'spinal": 82873, 'paralyzed': 14826, 'druthers': 82874, 'ballets': 39906, 'sanitizing': 82875, 'preconceive': 76702, "kirk's": 23139, 'stellwaggen': 82876, 'sporty': 34075, "'pathetic": 50285, "biroc's": 87633, 'preggers': 56869, 'longjohns': 82878, 'sports': 2252, 'percept': 82879, 'dreamers': 39630, "'selfishness'": 82881, "foran's": 82882, 'bankrolling': 82883, "love's": 12550, "'crime": 61710, 'bombastic': 11866, 'dislikes': 20441, 'offing': 20442, 'ojah': 82884, 'mandy62': 82885, 'flapping': 19332, 'aretha': 27249, 'amityville': 19333, 'prophecy': 7565, 'filmfestival': 44204, 'lamposts': 67614, "parody's": 82886, 'misjudgements': 82887, 'autumn': 14827, 'shuttlecrafts': 82888, 'julius': 19334, 'innane': 50286, 'infernal': 16032, 'hypobolic': 82889, 'unruly': 21691, 'moonlit': 82890, 'overpass': 82891, 'iodine': 82892, 'fectly': 82893, 'nexus': 50287, 'sense': 278, "monastery's": 30114, 'unarmed': 16711, 'lional': 82894, 'counting': 7583, 'photojournalist': 50288, 'parliamentary': 82895, '1970ies': 82896, 'sweetish': 82897, 'saboturs': 50289, "babysitting's": 82898, '1': 297, 'neighborly': 82899, 'rubin': 19335, 'lowitsch': 82900, 'asphyxiated': 56108, 'sagnier': 34076, "saint405's": 82902, 'irascible': 20443, 'springfield': 24965, 'paramount': 5507, 'impartial': 21692, 'broad': 3823, 'distastefully': 82903, "loggia's": 82904, 'drosselmeyer': 50290, "twitching'": 66682, 'gettaway': 39908, 'commodity': 23140, 'batali': 39909, 'worryingly': 82905, 'yoshinoya': 82906, 'lugia': 23141, 'yule': 82907, "billboard's": 82908, 'cayman': 82909, "tehran's": 50291, 'logothethis': 75277, 'earie': 87642, 'tonic': 21693, 'tréjan': 82911, 'kryukova': 87643, 'cornelius': 39910, 'pterodactyls': 50292, "'underground'": 70511, 'gta': 24967, 'gtf': 82913, 'kiddish': 39911, "'nice": 43997, 'gti': 82914, "'hubble'": 82915, 'gto': 82916, 'busness': 82917, 'gts': 82918, 'unsettlingly': 39912, 'mckinley': 82919, "souls'": 34077, 'bruneau': 34078, 'happened': 572, 'absurd\x85': 82920, 'loveability': 82921, "'ok'": 30115, 'guilliani': 82922, 'reyes': 39913, 'uncontrolled': 34079, "choir's": 82923, 'boozing': 27250, 'bernal': 34080, 'occult': 7460, 'wagon': 10518, 'execute': 12208, 'elizbeth': 82924, 'teri': 12939, 'antwones': 83265, 'tere': 82925, 'tera': 50293, 'o´briain': 67983, 'picnics': 51115, 'achilleas': 34081, 'badalucco': 82926, "strombel's": 56271, 'individually': 12940, 'unburdened': 56875, 'aghnaistan': 82927, 'ailment': 34082, 'benita': 39914, 'benito': 23142, 'galaxina': 82928, 'karadagli': 82929, 'quigley': 14828, 'guss': 44207, "yakuza's": 39915, "fairy's": 34083, 'mancuso': 23143, 'tulips': 82930, 'inadequacy': 27252, 'cancels': 18364, "shouldn't": 1613, 'achra': 82931, 'overflowing': 25480, 'megaladon': 82933, 'sholay': 7776, "fillmmaker's": 82934, 'rivkin': 82935, 'flyes': 82936, 'flyer': 24969, 'marionette': 50296, 'chatman': 86741, 'limps': 39916, 'uniformed': 24970, 'gallien': 34084, 'broaches': 82937, 'estella': 35480, 'estelle': 18365, "screen's": 21694, 'place': 270, 'broached': 39917, 'débutante': 30117, 'irrefutably': 82939, "ala'": 82940, 'borlenghi': 20444, 'oversaw': 34085, 'katina': 23144, 'dutchman': 24971, 'stockinged': 82941, "kimberly's": 50281, 'petered': 82942, 'engineer': 8034, 'iam': 36848, 'given': 345, 'ian': 3464, 'unstudied': 50297, "raj's": 39918, 'provenance': 82943, 'soundeffects': 82944, 'cooling': 82945, 'renter': 27253, 'legally': 11867, 'muncie': 39919, 'independant': 34087, 'giver': 27254, 'beekeepers': 82946, 'm60': 82947, 'releases': 5330, "boorman's": 24972, 'alan': 1608, 'cheerleading': 39920, 'released': 623, "shoot'n'run": 82948, 'buchman': 82949, 'population': 3892, 'scrotal': 82950, 'nathan': 5277, "return'": 21695, 'natham': 82951, 'serf': 82952, 'batchler': 82953, 'uesa': 82954, 'serb': 27255, 'sera': 50298, 'tsurumi': 82955, 'synthesis': 19120, 'searchers': 19337, 'selznick': 50300, 'desperate': 1677, 'froth': 42197, 'scatalogical': 82957, 'criticzed': 82958, 'russborrough': 82959, 'penitentiaries': 56464, 'scorecard': 82960, 'ilona': 15423, 'rampaging': 21696, 'straddled': 82961, 'schoolkid': 82962, 'sells': 6973, 'masterminded': 36540, "'alpha": 82964, "monkeys'": 21697, 'nonflammable': 82965, 'corbets': 78843, 'corbett': 6609, 'phillipe': 21698, 'holliman': 27256, 'selfloathing': 56488, 'gothas': 82968, 'malta': 10519, 'phillips': 5835, 'deconstructing': 24973, "'low'": 82969, 'unavailing': 82970, 'maltz': 82971, 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34417, 'trapping': 29491, 'prisons': 19432, 'panama': 14324, 'gotb': 63578, "tape'": 86132, 'saranadon': 86133, 'tipp': 86134, 'tips': 11905, "'gunsmoke'": 86135, 'basks': 86136, 'slumber': 13855, 'deemed': 7687, 'oru': 86137, 'barometer': 38561, 'behavior': 2000, 'pancakes': 19433, 'aubry': 86138, 'smudge': 34419, 'anthropology': 51253, "cooks'": 86139, 'boskovich': 51254, 'active': 5396, 'sooooooooooo': 86140, 'warecki': 86141, "vigo's": 51255, "light'": 34420, 'tapes': 6035, "across'": 86142, "'foster'": 86143, "'debacle'": 86144, 'taped': 6697, 'keypunch': 86145, 'msted': 86146, "freund's": 86147, 'if\xa0you': 86148, 'eyebrows': 10771, 'chaperoned': 86149, 'whatnot': 15467, 'digitally': 11588, 'dehumanization': 33947, 'aleya': 86150, 'hyeong': 86151, 'bayonet': 86152, 'giller': 86153, 'elude': 30368, 'meecham': 51256, 'moral': 1512, 'darwinian': 86154, 'broadcasters': 74904, "favorite's": 40426, "sigel's": 86155, 'glavas': 86156, 'dominicano': 74913, 'karun': 86157, 'cough': 16344, 'army': 1269, 'orb': 84351, 'insectoid': 51258, 'socioty': 86158, 'arms': 2797, 'dominicana': 86159, 'barnacle': 86160, 'machievellian': 57378, 'konchalovksy': 40427, 'panhandling': 86162, 'glória': 51259, 'chaleuruex': 72193, 'pedtrchenko': 86163, 'dominicans': 86164, "knotts'": 51260, "'carrie'": 86165, 'valereon': 86166, "ajnabi'": 86167, 'peeping': 14326, 'pacte': 51261, 'melba': 27467, 'postmortem': 86168, 'lazarus': 40428, 'pecan': 86169, "1900's": 27610, 'burglaries': 86170, 'eternally': 16237, 'pacts': 86171, "'psychology'": 69978, 'blindfold': 40429, 'chinned': 86172, 'shamrock': 40759, 'flora': 13396, 'balthazar': 86173, 'ecstasy': 9454, 'azoic': 86174, 'wyat': 51262, 'bungalow': 30370, "shane's": 74990, 'gambleing': 86175, 'defer': 86176, 'vodka': 19434, 'headphones': 18444, 'mumford': 51263, 'danvers': 34423, 'publicdomain': 86177, 'degenerate': 13397, 'vanness': 86178, 'cursory': 17585, '5ive': 27468, "'90'": 86179, 'garrigan': 40430, 'sideline': 30371, "'up'": 86180, 'colbet': 75030, 'answer': 1524, 'sati': 86181, 'seductions': 42740, 'jayenge': 51266, 'sato': 23284, 'maadri': 86182, 'prohibits': 86183, 'frazetta': 14876, 'crowding': 33145, 'undergoing': 23285, 'decaprio': 51267, 'cadillac': 23286, "'90s": 14327, 'ondrej': 40762, 'thankyou': 34424, "women's": 5116, 'doosie': 86184, 'royce': 19435, 'inactivity': 86185, 'sat1': 40431, 'execrable': 13398, 'guerilla': 19436, 'tt0077713': 86186, 'capitalise': 34425, 'pulsate': 86187, 'longingly': 48029, 'raubal': 47897, 'maintain': 4557, 'woohoo': 51268, 'austrailian': 51269, 'birman': 86188, 'gladiators': 34426, 'execrably': 40432, 'shakespere': 51270, 'vercetti': 86189, 'afis': 86190, 'laustsen': 51271, 'fifi': 34427, 'spoler': 86191, "'father": 29349, 'diddy': 30372, 'bhains': 86192, 'despondently': 86193, 'lovingness': 86195, 'baiting': 23287, 'scoring': 10772, "szwarc's": 86196, 'tepidly': 86197, "fringe'": 86198, 'saaaaaave': 86199, 'tactically': 38452, 'dockyard': 51272, 'better': 125, 'damascus': 40433, 'featureless': 36950, 'differently': 5894, 'accusatory': 51274, 'respectfulness': 86201, 'pollutes': 61085, 'overcome': 3080, 'pleasurable': 14877, "'oddball'": 86202, "gigolo's": 86203, 'maroni': 86204, 'fixation': 15468, 'weakness': 5337, 'workout': 13856, 'entomology': 51275, 'intimidation': 86205, "latvia's": 86206, 'singularity': 86207, "keira's": 86208, "castle'": 66626, 'weenie': 51276, 'wenn': 86209, 'unaffecting': 34429, 'grammar': 12580, 'disfiguring': 51277, 'larroz': 69984, "'throwing": 86210, 'placards': 86211, 'glints': 86212, 'fringes': 34430, 'orks': 51278, 'redding': 40434, 'psychodrama': 51279, 'certifiably': 34431, 'pumpkinhead': 40435, 'overbearingly': 86214, 'upstaged': 23288, 'mandates': 47938, 'principles': 8163, 'sharpshooter': 22525, 'downplayed': 25122, "'government": 86216, 'principled': 34432, 'mandated': 40436, 'upstages': 40437, 'certifiable': 34433, 'contend': 10773, 'sluty': 86217, 'sluts': 23289, "gilliam's": 12581, 'particles': 18446, 'grinchy': 51280, 'undeserved': 16773, 'vooren': 86218, 'kibbee': 19437, 'wagon\x97complete': 86219, 'comedown': 51281, 'linear': 6188, "20's": 16079, '1s': 33405, 'beatty': 4514, 'tayor': 86220, 'espinazo': 86221, 'schwarzman': 86222, 'everyman': 12980, 'beanies': 86223, 'photogenic\x85': 86224, 'lineal': 86225, "drama's": 40438, 'warmhearted': 86226, 'lacerated': 86227, "haines'": 40439, 'expurgated': 40440, 'microchips': 86228, 'signature': 8413, 'swiping': 51282, 'rapturously': 75288, 'einer': 86229, 'grade': 1239, 'ressurection': 86230, 'diagramed': 86231, 'grady': 9251, 'thirlby': 47984, 'gwyneth': 7041, 'adulteress\x85': 86233, "macdonald's": 34434, 'lagge': 86234, 'grads': 40442, 'nastiness': 25123, 'possessing\x97and': 86235, 'debase': 51283, 'deluding': 40443, 'deutsch': 75770, 'tiebtans': 75324, 'boating': 40444, 'toothsome': 51284, 'witnessing': 7572, 'disbarred': 86236, 'boricua': 86237, 'theatrics': 19438, 'byyyyyyyyeeeee': 86238, 'khoobsurat': 51285, 'somewhat': 640, 'pacios': 33948, 'durst': 34436, 'eastman': 27470, 'yorgos': 86239, 'spoiles': 86240, 'spoiler': 1358, 'swaztika': 86241, 'rebuttal': 44347, 'afterbirth': 86243, 'stinkpot': 81756, 'silla': 86244, 'silly': 707, 'tonnerre': 86245, 'megalomanous': 86246, 'spoiled': 3654, "neeson's": 86247, 'kalama': 86248, 'usages': 86249, "hobbits'": 86250, 'anus': 27471, "senior's": 86251, 'elevating': 27472, "lando's": 34437, "kareeena's": 86252, "corigliano's": 86253, 'edgy': 5054, "'tales": 86254, 'lancome': 86255, 'closeted': 23290, 'karmas': 86256, 'prattling': 86257, 'wristed': 86258, 'desist': 86259, 'kimba': 86260, 'wambini': 86261, 'panties': 11572, 'kimbo': 86262, 'rolodexes': 86263, "lisa's": 23149, 'phonograph': 30374, 'chicka': 58028, 'thomerson´s': 46327, 'filemon': 86265, 'theremins': 86266, 'keat': 86267, 'pliskin': 86268, 'salomaa': 75469, 'reactions\x97again': 86270, 'daisies': 9645, 'nighttime': 16774, 'kotch': 79923, 'slipknot': 86271, 'definitely': 404, 'jackies': 34439, 'traumatize': 49146, 'deardon': 86272, 'lancashire': 48032, 'urgency': 9076, 'hobgobblins': 86273, 'lyrics': 4173, 'manucci': 86274, 'Üvegtigris': 86275, 'ending': 274, 'attempts': 1024, 'lize': 86276, 'butz': 49933, 'ashok': 40446, 'yoji': 30606, 'kaikini': 86278, 'musgrove': 51286, 'acquit': 19439, 'relgious': 86279, '¨petrified': 86280, 'guðnason': 86281, 'folies': 86282, 'firoz': 86283, 'creasey': 51862, "'imitating'": 86284, 'monuments': 34441, 'scrubbing': 51287, 'wearing': 1655, 'firebomb': 86285, 'exports': 40447, 'reconstruction': 16954, 'compounded': 20529, '10': 155, 'brannon': 40448, 'guthrie': 86287, 'perceive': 9449, 'bovasso': 57398, '12': 1688, "'cbs": 86288, "'annoying'": 51290, 'coherrent': 86289, 'barlow': 86290, 'promting': 86291, 'sabotages': 27473, 'pardoning': 86292, "galaxy'": 86293, 'whitechapel': 51291, 'railrodder': 51292, 'carnosaur': 14328, 'microscope': 86294, 'softly': 20530, 'notches': 22382, 'windingly': 86296, 'keko': 34442, 'woodenness': 51293, 'tribilistic': 86297, 'gunnar': 23291, 'survived': 4671, "'people'": 38291, 'rigomortis': 86298, 'armageddon': 10237, 'sinks': 8281, 'lancaster': 18447, 'saif': 9864, 'said': 298, 'lockett': 51294, "todays'": 51295, 'shaven': 30375, 'sail': 15469, 'shaved': 14879, 'reassigned': 51296, 'sais': 30376, 'uppity': 27474, 'meditative': 21332, 'terrance': 51297, 'shaves': 23292, 'tolerance': 8414, 'booted': 27475, 'reboots': 85098, 'credo': 51298, 'capano': 21824, 'macliammoir': 40449, 'restricting': 30377, 'tigress': 53352, 'boise': 86302, 'bête': 21825, 'gentry': 86303, 'reddin': 86304, 'zx81': 86305, "'quaint'": 86306, 'reel13': 86307, 'illusions': 12744, 'eggnog': 40450, 'munoz': 86309, 'synopsize': 86310, 'cartilage': 86311, 'ernst': 10540, 'enzo': 27477, 'ethel': 10541, 'nancherrow': 40451, '16k': 86312, 'repertory': 34444, 'peyote': 40452, "darwin's": 86313, 'maldonado': 86314, 'periscope': 86315, "tappin'": 86316, 'lowly': 16775, 'kanaly': 51299, 'apprehended': 30378, 'disemboweling': 86317, '16s': 21826, 'recut': 86318, "panama'": 75719, 'caballo': 86319, 'recur': 30379, 'mythological': 14880, "now'": 27478, 'caballe': 86320, 'rigoletto': 86321, "muccino's": 51300, 'studs': 24565, 'rasche': 51301, 'jahfre': 65570, 'extorts': 48111, "theodore's": 86323, 'inattention': 86324, 'h2efw': 86325, 'stupifyingly': 86326, "'insomnia'": 86327, 'disgruntle': 51302, '168': 34445, '169': 51303, 'hollowed': 51304, '164': 86328, '165': 86329, "ollie'": 86330, 'inciteful': 75756, 'calcified': 86331, '163': 34446, 'distorts': 30380, 'reddish': 40453, 'random\x97you': 86332, "mckay's": 51305, 'economies': 34447, 'itinerary': 86333, 'nowt': 86334, 'stash': 17586, 'stadling': 51306, 'employees': 8313, 'nows': 86335, 'spawn': 12241, "california's": 38350, 'cajones': 51307, 'compaer': 86336, 'tupinambas': 51308, 'amour': 27481, 'grown': 2068, 'growl': 23293, 'loach': 12242, 'unfamiliarity': 75805, 'schedual': 86338, 'stanza': 51310, 'sherbert': 39730, 'speculating': 51311, 'roland': 11289, 'hahah': 86339, 'vegetable': 21827, 'confronting': 9450, 'grows': 3415, "gitai's": 40455, 'pyche': 86340, 'sacramento': 40456, 'pycho': 86341, 'kokanson': 86342, '60´s': 51312, "helgeland'": 86343, 'declarative': 86344, 'sacraments': 86345, 'bloomberg': 86346, 'overt': 9646, 'overs': 7360, 'studi': 23294, 'thoughts': 2331, 'earhart': 51313, 'catalan': 29084, 'stingray': 40068, 'serato': 86348, 'akki': 23296, 'paradigm': 20531, "'thriller": 51314, 'left': 314, 'alluded': 16081, "3's": 51316, 'longish': 51317, 'hillbilly': 11290, 'crewmember': 86350, 'alludes': 25124, "3'o": 86351, 'anders': 11291, "'deliverance'": 34449, "biography's": 86352, 'nicolas': 5619, 'sharpened': 27482, "saxon's": 51318, 'labotimized': 69016, 'devaluation': 86354, '“at': 86355, 'hallgren': 27483, 'affinity': 13400, 'nicolae': 86356, 'disapprove': 37688, 'nicolai': 20532, 'spasms': 86357, 'illumination': 26831, 'chives': 75921, 'sahlan': 86359, 'vanessa': 6036, 'blakey': 51319, 'garuntee': 86360, 'housewifes': 86361, 'ruggia': 75930, 'chronicled': 27484, 'background': 975, 'merkley': 51320, 'vanity': 6883, 'ignors': 70012, 'standardization': 86362, 'waddling': 34450, 'annick': 86364, 'lefties': 86365, 'pasion': 86366, 'overrunning': 76904, 'notorious': 2836, 'prepping': 34451, 'repudiate': 86367, 'grodin': 20534, 'reconsiders': 51321, 'silvester': 86368, 'paragraphs': 23299, 'straightening': 42253, 'repelling': 86369, 'mckim': 86370, 'somesuch': 86371, "altered's": 70016, 'artiness': 40457, 'juscar': 86372, "sally's": 27485, 'cohabitants': 86373, 'bole': 51322, 'bold': 4247, 'huber': 86374, 'boll': 3489, 'fumiya': 45062, 'winona': 17587, 'miljan': 86375, "ephron's": 86376, 'bolt': 12583, 'tartan': 51324, 'tetris': 86377, 'vapoorize': 51325, 'tyres': 86378, 'meow': 25125, "beat's": 70018, 'haply': 86379, 'selzer': 86380, 'cacophonist': 86381, "'splatter'": 86382, 'paintshop': 86383, 'cinequest': 86384, 'definetely': 27486, 'rhyming': 27487, 'hungrier': 76086, 'reaping': 51327, 'prakash': 23300, 'lieh': 40460, 'woronov': 12923, 'gangstermovies': 86386, 'lies': 1835, 'liev': 18449, "\x91psycho'": 86388, 'errs': 48239, 'chime': 24580, 'rediculas': 86389, "shortland's": 86390, "'hollow": 30381, 'lohan': 14329, 'dosent': 67641, 'weathered': 30382, 'teletubbies': 26807, 'approximate': 34453, 'seinfield': 76111, 'influencing': 23301, 'giovinazzo': 86392, 'glamous': 86393, 'bert': 8050, "rhymin'": 86394, 'berr': 86395, 'chance\x85': 51328, 'lerner': 12722, 'berg': 40464, 'incredulities': 68550, 'fozzie': 34454, 'essenay': 86396, 'berk': 86397, 'continuance': 86399, 'embarasing': 86400, 'youths': 11874, 'harped': 64004, 'disneyfied': 51329, 'attached': 3461, 'empt': 86401, 'boomerang': 21828, 'attaches': 25126, 'occupiers': 40465, 'misidentification': 86402, "paupers'": 86403, 'kwik': 86404, 'vacate': 70025, 'arnaz': 30383, 'vista': 27488, 'chancho': 86405, "plunkett's": 86406, 'burrough': 86407, 'locality': 40466, 'deker': 86408, 'garland': 6474, 'excel': 16082, 'nachle': 86409, 'brianne': 86410, 'marxism': 34455, 'léo': 20535, 'misinterpreted': 20241, 'mediaeval': 51331, 'stablemate': 86412, 'discretions': 86413, 'menville': 51332, 'a10': 86414, 'sling': 21829, 'slink': 86415, 'hadha': 86416, "torgoff's": 86417, 'sabres': 86418, "cover'": 86419, 'julianna': 33788, 'barracuda': 40467, 'unlocking': 86420, "'badguys'": 86421, 'babysitting': 16777, 'immemorial': 86422, 'microcosm': 25127, 'awaking': 86423, 'daily': 2930, 'tyrannosaurus': 18450, 'overdub': 86424, 'overdue': 17373, 'devenish': 86425, 'milt': 86426, 'kustarica': 86427, 'his\x85': 86428, 'souly': 48302, "applegate's": 86430, "bard's": 34456, "government'": 86431, 'peruse': 40468, 'shor': 86432, 'milf': 40469, 'mild': 3416, 'mile': 3690, 'schnook': 40470, 'mila': 30384, 'mafia': 3490, 'milo': 7088, 'sould': 86433, 'bomber': 11152, 'milk': 5167, 'mili': 34457, 'cornel': 44357, 'disgusting': 2314, 'romasanta': 86435, 'amaze': 12584, 'unpleasant': 4006, 'awaaaaay': 86436, "'56": 86437, 'timon': 5117, 'encircle': 86438, 'weclome': 55988, 'permissive': 34458, "beatle's": 86439, 'belknap': 86440, 'julianne': 30386, 'decamp': 76401, "stuttgart's": 86442, "soul'": 51334, 'pious': 25128, 'repoman': 86443, 'materialize': 27490, 'stormtroopers': 16083, 'apartheid': 8546, 'debenning': 25129, 'involution': 86445, 'piddles': 86446, 'anna': 2244, "grigsby's": 51335, 'overlaid': 30387, 'parmistan': 35681, "'spender'": 86448, 'shoe': 6871, "'evergreen'": 86449, 'studmuffins': 86450, "daninsky'": 86451, 'fearing': 10543, 'seasoning': 86452, 'suuuuuuuuuuuucks': 86453, "'trainspotting'": 51336, 'argeninean': 86454, 'stamford': 86455, 'rappaport': 27491, "maclaine's": 40472, 'resurgence': 19443, "marrow's": 51337, "tomas'": 51338, 'courting': 18451, 'dishonored': 51339, 'rookery': 86456, 'drunkard': 34459, 'deportation': 30041, 'stradling': 86457, 'sniffs': 27428, 'bloke': 9077, 'telkovsky': 86458, 'clerk': 6980, 'stallion': 12157, 'french': 782, 'travolta': 8585, 'purim': 86459, 'rippner': 18452, 'victimizer': 51341, 'earthquake': 11183, "richards'": 30388, 'krystalnacht': 86460, 'doones': 86461, 'canadian': 2277, 'russianness': 86462, "bunch'": 51343, 'ferdos': 86463, 'cigarretes': 86464, 'déja': 86465, '20mn': 86466, 'massage': 27492, 'placings': 40473, 'krushgroove': 86467, 'aristides': 86468, 'breathtaking': 2874, 'indescibably': 86469, 'useful': 4504, 'germi': 63640, 'spectical': 86470, 'stiletto': 86471, 'licensing': 34460, 'ailing': 12585, 'quiver': 42485, 'cerar': 76559, 'perc': 86473, 'franck': 51344, 'franch': 86474, 'franco': 4745, 'pere': 30389, "bite'": 86476, 'illusion': 8996, 'pero': 40475, 'schlepped': 86477, 'perm': 40476, 'france': 2320, 'creamy': 51345, 'perp': 40477, 'perv': 34463, 'peru': 14330, 'pert': 20536, 'klinghoffer': 86478, "tadashi's": 30390, 'creams': 86479, 'checkout': 18453, "asia's": 86480, 'drinkable': 86481, 'cremate': 86482, 'obelisk': 86483, 'beholder': 23302, 'léopardi': 58342, 'mouthing': 23303, 'beholden': 40478, 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"python's": 25190, 'sentimentalizing': 51716, 'waddlesworth': 51955, 'policeman': 5552, 'brother': 594, 'forward\x85': 87698, 'gifford': 32056, 'brothel': 11580, 'yale': 27566, "blossomed'": 87699, 'year´s': 83235, 'punctuating': 34598, 'yall': 51717, 'babyface': 40680, 'reductivist': 87701, 'slower': 7566, "'ue'": 87702, 'slowed': 15486, 'bracco': 21866, 'comforting': 12989, "tang's": 87703, 'drinks': 6536, 'hymn': 30497, 'stressful': 17606, 'postman': 10301, 'children´s': 81974, 'sappho': 87704, 'evacuee': 27567, 'theist': 87705, "dancer's": 51718, 'bowdlerised': 51719, 'amounting': 34599, "dorsey's": 87706, 'cripples': 87707, 'curdling': 27568, "consumerism'": 51720, 'abandon': 7218, 'fluke': 13409, 'holistic': 40804, "publicist's": 87709, 'crippled': 6622, 'budgetness': 87710, "lay's": 87711, "cafe's": 83319, "weissberg's": 87712, 'snubbed': 40682, 'disgracing': 87713, 'fabrizio': 34600, 'resonance': 10781, 'male': 912, 'navigation': 51721, "true'": 46393, 'bucktoothed': 75971, 'gorgeously': 16555, 'mccormick': 21867, 'frumpish': 87718, 'commishioner': 87719, 'dippie': 51722, "setting's": 51723, 'modifying': 51724, 'scarves': 34601, 'underztand': 75972, 'ipecac': 87721, 'varhola': 87722, 'confounded': 34602, 'ravage': 34603, 'horniest': 87723, "elliot's": 34604, 'sausage': 25191, 'gravely': 28605, "druten's": 40684, 'dematerializing': 73405, 'dismay': 13869, 'vaguest': 51725, "mysore's": 87724, 'goten': 87725, 'gorefest': 40685, 'beeru': 87726, 'beers': 7780, 'mescaline': 51726, 'shafts': 34136, 'rumpelstiltskin': 51728, 'beery': 11918, 'arthouse': 16716, 'stynwyck': 51729, 'valli': 30499, "robbin's": 25193, 'contradicts': 20709, 'valle': 87728, 'bouchey': 87729, 'modified': 21868, 'ferro': 87730, "frogging'": 87731, 'ferry': 9873, 'modifies': 40686, 'attain': 12597, 'vigor': 31342, 'mithra': 87733, 'trump': 12251, 'vertiginous': 40687, 'tinted': 17613, 'zeleznice': 87734, "buscemi's": 87735, "'namaste": 87736, 'osmosis': 87737, 'storymode': 51730, 'nonintentional': 87738, 'dancers\x85and': 87739, 'multiplexes': 27569, 'alway': 40688, "'achcha": 87740, 'recuperating': 87741, 'olyphant': 34295, 'differents': 87742, 'bleary': 87743, 'varennes': 87744, 'plummy': 46395, 'flashily': 87746, 'dotty': 34605, 'levy': 9085, 'winsor': 40806, 'bonfires': 40690, 'kaiso': 83552, 'totalitarism': 87747, 'hershman': 87748, 'leva': 51731, 'marilla': 51732, 'leve': 87749, 'classroom': 10549, 'aykroyd': 15799, 'cod': 20560, 'branches': 17614, "enemies'": 87751, 'stupidly': 10550, '2080': 87752, 'wookies': 67531, "verel's": 87753, '300mln': 87754, 'btas': 23356, 'branched': 51733, 'undoubtably': 35544, 'shinning': 51734, 'deflowering': 87755, 'imagining': 7689, "fay's": 21870, 'gleeson': 25235, 'scammers': 51735, 'constituents': 87757, 'bluray': 51960, 'homunculi': 87758, 'dikkat': 87759, 'motions': 7091, "maker's": 20575, 'westerners': 16099, "mom'": 87760, 'eburne': 18483, 'smashan': 87761, 'paradoxically': 30500, 'redheaded': 51736, 'wallace': 4137, 'duplex': 34606, "'religion": 83624, 'likeability': 40691, 'obvlious': 64156, "'carol's": 87763, "'able'": 87765, 'kacey': 40692, 'desoto': 87766, 'swindle': 51961, "corner'": 40693, 'whirlpool': 30501, 'timoteo': 87767, 'parters': 34607, 'kirge': 87768, 'receding': 34608, 'condescendingly': 51737, 'devastated': 10082, 'izuruha': 51738, 'momo': 25194, 'crassly': 34609, 'telehobbie': 87769, 'devastates': 87770, 'aaaahhhhhhh': 87771, 'bacchus': 87772, 'corners': 10782, 'advent': 17533, "'feelings'": 87774, 'luhzin': 51739, 'realistic': 818, "'ma'am": 87775, 'viggo': 9453, "shaw's": 13870, 'oratorio': 87776, 'dorothée': 87778, "underwood's": 87779, 'rethinking': 51740, 'wearisome': 45028, 'haitian': 55735, "peralta's": 87781, 'proberbial': 87782, 'monsteroid': 87783, 'distributor': 10783, 'pheebs': 83724, 'sunrise': 6982, 'flaccid': 18484, 'sybil': 10303, 'absentminded': 83718, 'satisfyingly': 27570, 'kens': 87786, "roper's": 51741, 'opportunists': 83746, 'phobic': 40694, 'hilcox': 87788, 'underscripted': 87789, 'hula': 18485, 'stretta': 87790, 'hull': 19472, 'waterfalls': 34685, 'electrified': 27571, 'hulk': 6104, 'aberystwyth': 83774, 'hulu': 27572, 'dastor': 87793, 'unfriendly': 15487, 'himalaya': 74971, 'accommodation': 40695, "baby's'": 87794, "morality's": 83794, 'sobers': 87795, 'castlebeck': 87796, 'sssssssssssooooooooooooo': 87797, 'flare': 11077, 'bisexuality': 51742, 'peppering': 40042, 'motion': 1267, 'mcvay': 87799, 'charleston': 27573, 'view': 647, 'weakling': 21871, 'discontinued': 51743, 'programing': 40696, "belafonte's": 40697, 'general\x85': 87800, "peppoire's": 51744, "nero's": 87801, 'cowardace': 87802, 'freudian': 11000, 'symbolic': 5843, 'huttner': 87804, 'clumsy': 4113, 'pettily': 87805, 'misfortune': 6340, "alabama'": 87806, "toronto'": 87807, 'earths': 83858, 'cundeif': 87808, 'rosco': 23729, 'affter': 87810, "juan's": 87811, 'sheeze': 87812, "astronaut's": 87813, 'eartha': 21872, 'socialites': 40699, 'white': 425, 'almira': 87814, "'admire'": 81996, 'reverie': 34612, 'screwing': 11301, 'fortuate': 87816, 'transgressive': 51745, 'articulately': 87817, 'life\x85well': 87818, 'pathogens': 51746, "pluto's": 87819, 'wide': 1873, 'ongoings': 87820, 'couric': 87821, 'crowded': 8426, 'trauner': 54902, 'implodes': 72659, "earth'": 34613, 'poisoning': 17615, 'yakitate': 30503, 'hayter': 30504, 'rebellions': 48529, "'80ies": 88466, 'nuristan': 87825, 'confessed': 16726, 'crippling': 24912, 'cheorgraphed': 87828, 'redford': 8924, 'tanning': 40064, 'misra': 87830, 'confesses': 11302, 'prosperity': 23357, 'dogme95': 51747, 'fagin': 8590, '55th': 51748, 'pestilential': 87832, 'strengths': 6257, 'balooned': 87833, 'multiple': 2581, 'ukrainian': 51749, 'tornado': 11581, 'blackburn': 51750, 'boiling': 12990, 'hindenburg': 31252, "fortnight's": 87836, 'jonathn': 87837, 'multiply': 16051, 'supersegmentals': 75870, 'definatly': 34614, 'seafood': 40700, 'cuddles': 87839, 'readjust': 87840, 'hoboken': 84039, 'pfeh': 87842, "dynamite'": 84044, 'erbe': 40701, 'quantity': 16802, 'slope': 21873, "kose'": 87843, 'atually': 87844, 'johhnie': 87845, 'trenchcoat': 30505, "scarlet's": 21874, 'slops': 51752, 'hack': 5616, 'dikker': 86299, 'up\x97to\x97date': 87848, 'subjugates': 87849, 'charmless': 25195, "pay'": 87850, 'potyomkin': 87851, 'fickle': 21740, 'connecticutt': 87852, 'pouchy': 87853, 'cautioned': 51753, 'subjugated': 30506, 'zealanders': 34615, 'lighted': 12252, 'sappiness': 34616, 'tinnitus': 51754, "crothers'": 87854, 'lighten': 10304, "'dragging": 87855, 'nobu': 51755, 'sjoholm': 87856, "hedren's": 73085, "wilson's": 18486, "p'z": 87857, 'tuscosa': 87858, 'nontheless': 87859, 'ashutosh': 51756, 'aluminum': 21875, 'topnotch': 30205, 'naked': 1295, 'untertones': 87863, 'oldsters': 46399, 'pants': 4515, 'unlicensed': 87865, 'ignored': 3711, 'lny': 87867, 'encourages': 9087, 'professes': 27575, 'psychopaths': 14890, 'emote': 25196, 'tooled': 51757, 'beuneau': 87868, 'ignores': 7474, 'bluntness': 51758, "com'": 51759, 'encouraged': 8056, "infiniti's": 87869, 'torazo': 87870, 'addled': 18487, 'naura': 40702, 'spoons': 20576, 'hutu': 70268, 'charac': 87871, 'rebanished': 87872, "rock'em": 87873, "'gross": 40703, 'duchovny': 8284, 'unappealing': 7690, 'grauman': 84214, '24': 3330, 'innovatively': 51760, 'set\x85': 87875, 'thunderstruck': 87876, 'originated': 14306, 'scavengers': 33945, 'coms': 18488, 'queueing': 87879, 'arbuthnot': 51761, 'sebastiaan': 50661, 'como': 27576, 'coma': 7261, 'thrilling': 3014, 'comb': 30215, 'come': 213, 'originates': 40705, 'reaction': 2094, "'nutcracker'": 87881, 'superstar': 8285, 'Álvaro': 84245, 'summa': 51763, 'doña': 40706, 'murderously': 87882, 'columnist': 19473, 'untethered': 51764, "'freaked'": 51765, 'dreamtime': 87883, 'radder': 87884, 'provocation': 21876, 'swaggering': 30509, 'continuation': 11031, 'gangbanger': 40707, 'droogs': 87885, 'fireflies': 40708, 'jodorowsky': 21877, 'noisy': 11870, 'aaja': 87887, 'mainardi': 87888, 'howard': 2231, 'milyang': 20577, 'theorizing': 30510, "flea's": 87889, "souza's": 87890, "shop'": 87891, "'beat": 51766, "'beau": 87892, 'deposited': 34229, 'peaceful': 6701, 'voight': 4249, "'pigeon": 57638, 'enraptured': 25197, "'fast": 84315, 'tasteless': 5454, 'soderberghian': 87893, 'molt': 87894, 'turtorro': 87895, 'bagginses': 78100, 'geste': 87896, 'hernia': 87897, 'oiran': 40712, 'stereophonics': 87898, 'twigs': 30511, "morbius's": 51769, 'stathom': 70271, 'moll': 14478, 'shops': 11006, "mordred's": 87901, "super'": 70272, 'hercule': 34618, "aymler's": 64042, 'watching\x85': 87902, 'muerto': 87903, 'kitamura': 19474, 'broadside': 40713, 'emeric': 34619, 'trentin': 87904, 'followings': 87905, 'capping': 40714, 'bowe': 84415, "almodovar's": 27577, 'mold': 9289, 'locking': 18489, 'bowm': 40715, 'attributing': 87907, 'bows': 19475, "'virgin's'": 70157, 'outliving': 82008, 'musters': 87909, 'atleast': 40716, 'inculcated': 51772, 'mockery': 9088, 'barger': 51773, 'muffled': 20578, 'symbolizations': 87911, 'canister': 34620, "kenny's": 87912, 'quickliy': 87913, 'lowensohn': 50178, 'longing': 6623, 'breakdowns': 25199, 'perennial': 12253, "bow'": 87915, 'minimize': 34621, 'breda': 70388, 'caressing': 19735, 'sirens': 16101, "usa's": 30512, "'dodgy'": 87917, 'foyer': 40717, 'imbd': 51774, 'withdraws': 30513, 'tweedy': 51775, 'desolate': 9874, 'of\x85': 51776, 'captures': 2343, 'fingerprint': 69067, 'anguishing': 40383, 'kailin': 87919, 'sheeba': 34622, 'chador': 87920, 'inception': 24914, 'violent': 1112, 'elfen': 87921, "style'": 34623, 'tajiri': 87922, 'abstained': 84524, 'roxann': 51777, 'kneeling': 34624, 'captured': 2001, 'borrringg': 87923, 'screenacting': 87924, "'regular'": 51778, 'shadrach': 51779, 'dumbfounding': 51780, 'briggs': 16102, 'scrapbook': 40719, 'snuffleupagus': 87925, "quality'": 87926, 'styles': 3864, 'styler': 87927, 'mugged': 25200, 'fridge': 12598, 'raucously': 77458, 'styled': 11032, 'store\x85': 51781, 'joni': 42545, 'romanticizing': 44439, 'championing': 51782, "blonde's": 34625, 'qualitys': 87930, 'clays': 87931, 'byronic': 51783, 'beltrami': 51784, 'ffwd': 87933, 'shunned': 13410, 'mears': 51785, 'ramundo': 51786, "'zombification'": 51787, 'perspiration': 87934, 'meara': 84619, 'slice': 5225, 'eleanor': 10273, 'inquilino': 84640, 'pinnocioesque': 87937, 'slick': 4620, 'nris': 82011, 'rickles': 40722, 'fables': 30514, 'fanfavorite': 87939, 'maetel': 21878, 'itching': 40723, 'inspect': 25201, 'bbm': 87940, 'loudest': 23358, 'voracious': 83584, 'polack': 87942, 'fabled': 21879, 'holiness': 63194, 'klara': 23359, 'healthiest': 76004, 'baffled': 10083, 'mamers': 87944, 'favreau': 87946, 'epätoivoista': 87947, 'brittany': 13871, "gypo's": 27578, 'chivo': 87948, 'vedder': 87949, 'baffles': 18417, 'ineresting': 87950, 'modernists': 87951, 'hypothermia': 34626, 'hypothermic': 87952, 'endnote': 87953, 'lassick': 18491, 'revolutionaries': 17617, "gremlins'": 87954, "'baseketball'": 84712, 'marjorie': 10084, 'determine': 8593, 'artur': 51790, 'inadvertent': 27579, 'backwater': 26362, 'calamities': 51791, 'distinctions': 30516, "berlin's": 40208, 'disposed': 16103, 'christianity': 5278, 'dispersion': 87958, 'ferris': 13872, 'expatriate': 40726, 'disposes': 27580, 'valley': 5033, 'energy': 1705, 'cormans': 87961, 'vested': 25202, 'fundamentals': 25203, 'tranquility': 25204, 'cabinet': 13411, 'castaway': 51792, 'maaan': 87962, 'natica': 40727, 'scaaary': 52994, 'fabricate': 51793, 'americanizing': 87963, 'tiptoe': 87964, 'laverne': 51794, 'connaught': 87965, 'witherspoon': 10486, "2000's": 18492, 'ahehehe': 51795, 'reusing': 40728, 'chaplin': 3509, 'toilet': 3477, 'innappropriately': 87968, 'surly': 12991, 'contributors': 21880, 'cinema': 435, "'reanimated": 87969, 'cr5eate': 87970, 'britain': 3510, 'pensively': 48212, 'ingeniously': 22023, "graphic's": 87975, 'spends': 2614, "iago's": 30517, 'purdy': 87976, 'krug': 30518, 'kinekor': 87977, 'kruk': 87978, 'swords': 9089, 'overkilled': 87979, 'flacks': 30519, "call'": 87980, '5': 454, "skip's": 34627, 'philologist': 51796, 'championship': 4987, 'symbol': 6983, 'midair': 51797, 'cove': 27581, 'extremiously': 87981, 'kolbe': 87982, 'allance': 87983, 'feodor': 51798, 'booked': 34628, 'megha': 27583, 'calls': 2015, 'somegoro': 51799, 'gradations': 56269, "«i'm": 87984, 'exhausting': 12992, "sweeney's": 51800, 'gaunts': 71413, "prepare's": 87985, "sword'": 51801, 'powwow': 87986, 'tomás': 87987, 'roëves': 71305, 'spinally': 87989, 'obviosly': 87990, 'rawandan': 51802, 'outpacing': 82023, 'raffin': 27584, 'miagi': 87991, "grind'": 87992, 'jessie': 9875, "angelica's": 51803, "investor's": 87993, 'sparkling': 12369, 'creds': 87994, 'timeshifts': 87995, 'gawping': 87996, 'fortunetly': 40729, 'qwak': 87997, 'snær': 84992, 'baited': 35708, 'fumblingly': 70701, 'nanaimo': 87999, 'fortitude': 30520, 'dapper': 29849, 'ranting': 10305, "'member": 85024, 'unzombiefied': 88001, 'prolonged': 9069, 'codependent': 45248, 'jerilderie': 40730, 'quipped': 51804, 'kamp': 88003, 'dexterity': 40731, 'wallflower': 34630, 'cubicle': 39896, 'sbs': 27586, "'gideon'": 88004, 'nbk': 51805, 'byrnes': 88005, 'yappy': 88006, 'irate': 27588, 'derman': 77191, 'nbb': 46949, 'nba': 19476, 'functioning': 16752, 'aptly': 10784, 'milosevic': 30521, 'cursor': 40732, 'toothpick': 51807, 'hauer': 30522, 'tauter': 85087, 'higuchi': 34631, 'disburses': 88009, 'youngberry': 40733, 'condescension': 27589, 'deluca': 88010, 'frightens': 21882, "cucumber'": 88011, 'tauted': 88012, "burt's": 27590, 'lacquer': 88013, 'anthropophagous': 88014, 'sebastien': 34692, 'zapatti': 25205, 'squirrelly': 88015, 'rheubottom': 88016, 'hopelessness': 13412, 'relaxation': 34632, "'castle": 40734, 'observing': 10306, 'shoulda': 27591, 'thrift': 27592, 'lacanian': 30543, 'handlers': 51808, "well's": 51809, 'allows': 2077, 'anjos': 36772, 'deadhead': 88018, 'tounge': 88019, 'hums': 40735, 'mcdonnel': 88020, 'hump': 30523, 'peice': 45121, 'smap': 40736, "lord's": 16755, 'suddenly': 1084, "soloist'": 51810, "'piece": 40737, 'romerfeller': 88023, 'fearfully': 88024, 'reverberate': 51811, 'vertebrae': 88025, "are't": 88026, 'ravishingly': 51812, 'duetting': 74790, 'sheehan': 30524, 'wield': 34324, 'demeaned': 30525, "'yes": 31258, 'mymovies': 40738, 'emmental': 51813, 'pausing': 21884, 'vining': 88028, 'languidly': 34634, 'hardcastle': 37605, 'corleone': 11033, 'stethoscope': 51814, 'amputate': 88030, '27x41': 85231, 'spendthrift': 42484, 'frankenhooker': 88031, 'berth': 20580, 'shielded': 51815, 'infests': 51816, 'berta': 88032, 'charlo': 88033, "expert's": 51817, 'tapioca': 88034, 'thlema': 85251, "storys'": 88036, "ivanek's": 88037, 'berkely': 51818, 'immatured': 88038, "tarkovski's": 88039, 'palest': 88040, 'suberb': 88041, "ballad'": 88042, 'joints': 19477, "pujari's": 70303, "'girls'": 88044, 'toccata': 85287, 'howcome': 88046, "'stars'": 51820, 'weimar': 51821, 'lothario': 34635, 'chores': 14347, 'musics': 30526, 'khakis': 88047, "feferman's": 88048, 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88068, 'hoping': 1380, '3who': 88069, 'framework': 10551, 'cigarettes': 11240, 'milestone': 12993, "konchalovsky's": 40743, 'cobblestoned': 88070, 'godsakes': 82039, 'ranee': 88071, 'cobblestones': 88072, 'incorporeal': 63867, "'night": 20582, 'pirates': 6984, 'needless': 2961, 'generation': 2245, 'couer': 88073, 'beneficent': 85476, 'wangles': 51831, 'pirated': 34638, 'undertake': 20583, 'hartley': 6105, 'arreté': 51832, 'theologians': 51833, 'celebei': 40744, 'christover': 88074, "'streaking'": 87910, 'bellicose': 30529, 'idiotized': 88076, "'psyche'": 88077, 'hearken': 88078, 'premiere': 5192, 'depsite': 88080, 'slagged': 88081, 'fiber': 19310, 'unengaged': 51834, 'causally': 51835, "\x91friends'": 88082, 'homophobes': 88083, 'dipstick': 85530, 'enveloping': 27596, 'octagon': 70312, 'organising': 88084, "europa'": 54917, 'arnies': 88085, 'sickenly': 88086, 'success': 1020, 'threat': 3839, 'puzzlers': 88087, 'informations': 51837, 'lucia': 22813, 'movie\x97just': 85594, 'relate': 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'decomposition': 30049, 'alike': 3106, 'cleaned': 11034, 'gall': 17621, 'season3': 71129, 'ironsides': 29103, 'tindersticks': 88115, 'abromowitz': 88116, 'para': 21889, 'stupifying': 51841, 'sherri': 51842, 'gutwrenching': 88117, 'cropped': 25210, "'penelope'": 88118, 'silent': 1292, 'cropper': 34641, 'collora': 16806, 'dionne': 77544, 'gains': 12454, 'unperturbed': 51843, 'majorca': 51844, 'rastin': 88119, 'monicas': 88120, 'fresco': 88121, 'entrenchments': 88122, "bonhoeffer's": 51845, 'coastal': 12601, 'flemming': 15489, 'seasons': 2184, 'machete': 13413, 'splat': 27600, "empire's": 30532, '1040': 88123, 'gadsden': 88124, 'sensing': 30531, 'garofalo': 14892, 'sartre': 30533, 'wichita': 23362, 'artemis': 88125, 'hyena': 40748, "maughan's": 88126, 'hornblower': 25211, 'contenders': 27601, 'scaffold': 51846, 'judaism': 26611, 'didn’t': 88128, 'kosovo': 27602, 'fong': 23363, "o'conner": 51847, 'fond': 4216, 'gladaitor': 66056, 'fonz': 51848, "o'connel": 88129, "'okay'": 51849, 'hé': 88130, 'nuevo': 88131, 'underpasses': 88132, 'believe': 261, 'rocket': 4347, "carter's": 13291, 'sunnybrook': 88134, 'memorializing': 88135, 'backlighting': 37506, 'betray': 13414, 'blablabla': 51850, 'woooooow': 88136, 'sacking': 88137, 'lovecraftian': 34642, 'nozières': 88138, 'cloaks': 88139, "iberia's": 88140, '18a': 40749, 'thuggee': 25212, 'britsh': 88141, 'instinctive': 34643, 'borje': 33496, "encounter'": 59577, "warhol's'": 88142, 'fcked': 88143, 'rinaldo': 51851, "macmurray's": 88144, 'rachels': 51852, 'cartoons': 2470, 'rinaldi': 30535, 'scorpiolina': 88146, 'cartoony': 16104, 'arp': 88147, 'pvr': 88148, 'art': 495, 'perceval': 88149, 'dump': 6537, 'collateral': 34644, "toho's": 51853, 'absurdness': 29179, "clive'": 80218, 'pvc': 51854, 'arc': 6789, 'dumb': 992, 'are': 23, 'arg': 51196, 'cleverly': 4516, 'explosion': 3935, "'director's": 46190, 'ark': 12255, 'arm': 3128, 'aro': 27604, 'misfitted': 88150, 'fcker': 88151, 'gravestones': 88152, 'freshmen': 23366, 'formatted': 34646, 'drooping': 88153, 'zelig': 76033, 'yakusyo': 88154, 'lunceford': 82057, 'editorializing': 88155, 'plywood': 34647, 'banalities': 88156, 'nestor': 30536, 'revitalizes': 64826, 'voguing': 40752, 'sedate': 21666, 'dictum': 51857, 'brasher': 88157, 'york': 779, 'unchallengeable': 88158, 'subtelly': 88159, 'opposition': 8772, 'fetchingly': 88160, "'secrets": 70076, 'appearance\x85': 88161, 'teleflick': 88162, 'viennese': 19481, 'orphanage': 10076, 'movers': 40753, "cameraman's": 27605, "cameraman't": 88163, 'pornoes': 88164, 'embodiments': 51858, 'heorine': 88165, 'fraternity': 16105, "'procedures'": 88166, 'finds': 656, 'caratherisic': 88167, 'munshi': 27606, 'clashing': 20584, "mjh's": 40754, 'lärm': 88168, 'nikah': 76037, 'incandescent': 51859, 'stowing': 51860, 'acrid': 51861, 'eyewitness': 25213, 'maniacally': 24001, 'suspenders': 51863, 'acupat': 57060, 'nominee': 11582, 'toshiro': 23367, "'anita": 51864, 'ciannelli': 25214, 'clyde': 8286, 'posher': 76039, 'johannes': 34649, 'predeccesors': 88169, 'watchword': 88170, 'change': 650, 'talkshow': 51865, 'ska': 51984, "'colorful'": 88171, 'suffocate': 51970, 'pathos': 6965, "dial's": 40755, "'notorious'": 88172, 'slideshow': 88173, 'americaness': 88174, '1861': 34650, '1860': 34651, '1863': 40756, '1862': 51866, '1865': 35867, '1864': 51868, 'misbehaving': 51869, "'plague'": 88175, 'heighten': 18495, 'toppling': 88176, 'appallonia': 88177, 'fernandel': 88178, 'tenuta': 51870, 'civility': 27607, 'mikaele': 88179, "house's": 18948, "cahiil's": 88180, 'abos': 88181, "parents'": 9258, 'fernandes': 88182, "ouedraogo's": 40757, 'boromir': 27609, 'moustache': 11922, "boothe's": 86719, 'fernandez': 19482, "star's": 17623, "hoover's": 34652, 'riz': 40758, 'categorized': 19483, 'gastronomic': 88183, 'flitted': 88184, 'rip': 1674, 'rin': 34421, 'rio': 16078, 'ril': 51871, 'rim': 34653, "movin'": 40760, 'rif': 88185, 'rig': 18496, 'rid': 3764, 'rib': 23368, 'ric': 40761, 'ethnicity': 16502, 'blackwood': 14350, "what'": 88186, 'ignacio': 88187, 'lengthy': 4670, 'yidische': 88188, 'eames': 88189, 'lengths': 11571, 'bacula': 88191, "'certain": 88192, 'ideologies': 18497, 'propping': 51872, 'chicory': 88193, 'hester': 88194, 'apeal': 88195, 'minis': 27611, 'novelizations': 88196, 'devgn': 88197, 'targetting': 88198, 'brooding': 6040, 'moving': 725, 'incapacitated': 30665, 'uneasily': 88199, 'obit': 88200, 'noodle': 14351, 'castigates': 88201, "shame's": 51873, 'solemnity': 34654, 'antoniette': 88202, 'limbaugh': 88203, 'abrasive': 17142, 'analysis': 4759, 'solids': 88204, 'castigated': 88205, 'broods': 34655, 'starved': 13415, 'huggie': 88206, "'rangi": 88207, 'silvestres': 88208, 'bankrolls': 88209, 'reincarnates': 88210, 'misguiding': 88211, 'orientalism': 88212, 'trickle': 37476, 'mysteriosity': 88213, 'bancroft': 21892, 'reincarnated': 13875, 'orientalist': 88214, 'inference': 30537, 'cabaret': 12994, "santos's": 88215, 'gameel': 88216, "stubby's": 88217, 'dabbie': 88218, 'navigator': 51874, 'thrillingly': 51875, 'frightner': 88219, "'sudden": 51876, 'violations': 34656, 'essanay': 51877, 'devourer': 88220, 'joyless': 19485, 'beals': 17624, 'unlimited': 16107, "matsujun's": 88221, 'kass': 88222, 'helfgotts': 88223, 'kasi': 51878, 'kase': 88224, "felt'": 76047, 'woefull': 88225, 'glittery': 88226, 'pithy': 30538, 'cameroon': 17913, 'glitters': 88227, 'incidental': 8168, 'italians': 9653, 'breeder': 34657, 'splatterfest': 51879, 'stefanovic': 88228, 'insector': 88229, '¨10': 88230, 'resourcefully': 88231, 'impassioned': 20585, 'burgundians': 30539, 'eluding': 51880, 'traits': 6790, 'marmalade': 51881, 'hunziker': 88232, 'highschoolers': 88233, "'side": 88234, 'ribisi': 16807, 'indictable': 88235, 'anny': 88236, 'pros': 7178, "merry's": 88238, 'prop': 7913, 'anno': 51882, 'prom': 3898, "bogayevicz's": 88239, 'necrophilia': 20586, 'prof': 30540, 'andronicus': 88240, 'prod': 25215, 'prob': 51883, 'apathetic': 16808, 'tilts': 63932, 'swatman': 88242, "carmen'": 51884, 'mosh': 50029, 'yamasaki': 88244, 'wooofff': 88245, 'gollam': 88246, 'weasels': 34658, 'jetson': 86472, 'jetsom': 88247, 'leonel': 88248, 'intense': 1593, "'anastasia": 57118, "glenda's": 88250, 'mungle': 88251, "j's": 34659, 'schaffer': 30541, 'tortuous': 18498, 'littauer': 88252, 'unimpressed': 19486, 'greets': 20579, "'toothbrush'": 88254, 'credible': 3081, 'cutoff': 88255, "montage's": 88256, 'incoherence': 23369, "'waster'": 88257, 'hatcheck': 88258, 'because': 85, 'piteous': 88260, 'incoherency': 34660, 'credibly': 21893, 'colorize': 51885, 'slavoj': 18436, "brat's": 88261, 'ioffer': 88262, 'pallio': 88263, 'sndtrk': 44879, "steven's": 51886, 'pallid': 40763, 'doing\x85': 88265, 'signifies': 25133, 'mindbogglingly': 88266, 'unadorned': 51887, "beagle's": 88267, 'stupefaction': 88268, 'signified': 20587, "already's": 88269, "'humans": 51888, "laughed'": 51889, "vita's": 88270, 'perplexing': 13877, 'conspicious': 88271, 'skewers': 34662, 'trussed': 41764, 'embarasses': 88272, 'birthmark': 51986, 'orgue': 88273, 'crank': 13878, 'siodmak': 18499, 'familia': 88274, 'berkovits': 88275, 'embarassed': 51890, 'crane': 15471, 'billed': 5170, '115': 34663, "grierson's": 88276, 'soutendjik': 88277, 'astounds': 51891, 'araújo': 88278, "'human'": 51892, 'caller': 18455, 'bonestell': 88279, 'torpedoing': 51607, "'plan": 40765, "arkin's": 27612, "avigdor's": 88280, 'didn´t': 25216, 'holler': 34664, 'obsolescence': 51894, 'called': 443, '110': 16108, 'gerda': 51895, 'samaurai': 88281, 'gerde': 88282, 'soars': 27613, "philadelphia'": 88283, 'entrance': 7432, "board's": 51897, 'ether': 27614, 'actores': 88284, "jawab'": 88285, 'anamorphic': 14894, 'haney': 88286, 'nilsen': 88287, 'associates’': 88288, 'tentative': 19487, 'connoisseurship': 88289, 'wg': 88290, 'supblot': 88291, 'bailsman': 88292, "turaquistan's": 88293, 'leaden': 13419, 'primetime': 27615, 'understatement': 7691, 'amrapurkars': 82051, 'sheryll': 88295, '92nd': 51898, 'inflame': 88296, 'pilgrims': 48444, 'everone': 88297, 'dimeco': 88298, 'appalingly': 88299, 'delineation': 51899, "2004's": 40766, "shining'": 51900, 'director¡¦s': 88300, 'reproaches': 40767, 'thames': 23318, 'diamiter': 88301, 'moveis': 88302, 'mardi': 14352, "wells'": 11583, '850pm': 88303, 'sacrilage': 86742, 'redlitch': 40769, 'sadistically': 21894, 'lean': 6928, 'jacqualine': 88304, 'torin': 88305, 'disey': 88306, 'contributions': 11923, 'magnifying': 51901, 'cupboards': 51902, "bedroom'": 86759, 'showthread': 88307, 'someincredibly': 88308, 'whig': 40770, 'roshan': 21839, 'celie': 11520, "'hot'": 40771, "susan's": 18459, 'visualizing': 40772, 'hinduism': 25217, 'trasforms': 88311, 'fences': 18500, 'fencer': 34667, 'snipes': 7574, 'sniper': 6434, 'abode': 30544, "'caprica'": 88312, "'moviefreak'": 88313, 'lynch': 2216, 'bedrooms': 30545, '713': 30546, 'honost': 88314, 'slickest': 51443, 'shuriikens': 88315, 'wishes': 3082, 'spectaculars': 51904, 'harlot': 88316, 'harlow': 7179, "o'd": 88317, 'notes': 3625, 'underscores': 15491, 'leader': 2118, 'minimizing': 51905, 'outdo': 18501, 'underscored': 20589, 'comlex': 88318, 'noted': 3209, "put's": 57149, 'frost': 7741, 'procession': 30547, 'bodybuilding': 63906, "y'know": 34668, "serat's": 51907, 'rrw': 51908, 'manipulating': 12995, 'fermenting': 34669, 'cronicles': 88319, 'stth': 88320, 'palminteri': 25218, 'page2': 88321, "foywonder's": 88322, "1934's": 51471, 'slur': 40774, 'waiting': 1061, 'relocate': 27617, 'ammunition': 16809, "o'laughlin": 88323, 'nightstick': 88324, 'flavoured': 88325, "bowden's": 88326, 'handedly': 10938, 'highwater': 51910, "busted's": 51911, 'tarred': 51912, "imposter's": 88327, 'insouciance': 40775, 'cyclist': 51913, "lestrade's": 88328, 'metro': 13879, 'spiced': 18502, 'hulled': 55145, 'microman': 88329, 'parroting': 88330, 'bickers': 51914, "'dog": 51915, 'simpleton': 20590, "'devil'": 40776, 'breeds': 23370, "'don": 34670, 'transportive': 88331, 'appearently': 88332, 'apple': 7692, 'deputy': 6930, 'graça': 51916, 'dwarves': 51917, 'overbaked': 40778, 'offends': 16109, 'herzog': 16810, 'ghim': 88333, 'cataclysms': 88334, 'motor': 11035, 'coreys': 88335, 'apply': 6791, 'chandelere': 88336, 'rumiko': 51918, 'iced': 51919, 'baltimorean': 88337, 'bathroom': 3865, 'enging': 88338, 'reanimating': 88339, 'ices': 88340, 'metzger': 40779, 'weeping': 14353, 'december': 8287, "sun's": 30549, 'automobile': 15635, 'briers': 25219, 'epiphanal': 88342, 'porch': 18503, 'credulous': 40780, 'philanderer': 40781, "'austin": 88343, 'cooperate': 16811, "ruby's": 30550, "'talky'": 88344, 'avtar': 78708, 'faultless': 19489, 'echos': 36249, 'penis': 9090, 'annoy': 7807, "ice'": 40783, 'slaps': 12603, "cgi'd": 40784, 'foggiest': 88345, 'matelot': 88346, 'splinters': 40785, 'demonically': 88347, 'finacier': 88348, 'thepace': 88349, 'biscuit': 21241, 'proog': 30551, 'proof': 3167, 'tat': 21895, 'tau': 88350, 'arlen': 25220, 'tap': 3929, 'tar': 19490, 'yardsale': 88351, 'earnestness': 23371, 'matinee': 21896, 'dummee': 88352, 'tax': 6620, 'tay': 40786, 'taz': 51920, 'germanish': 88353, 'tad': 4415, 'kyer': 88354, 'tag': 4346, 'condescend': 88355, 'shipping': 30552, 'perplexities': 65038, 'tac': 40787, 'blaire': 62607, 'tam': 20591, 'tan': 17599, 'tao': 88356, 'onions': 51922, 'tai': 88357, 'taj': 34672, 'tak': 34673, 'twizzlers': 88358, "'tinker": 88359, 'inaugural': 51923, 'fortunate': 7575, 'japs': 30553, 'actualities': 51924, 'testators': 88360, 'japp': 25221, "bury's": 88361, 'taylors': 88362, 'panic': 4076, 'inflated': 18504, "'drama": 88363, 'perjury': 88364, 'sightseeing': 48760, 'footpath': 51925, 'skullduggery': 25222, "blaine's": 51926, 'fiancés': 88365, 'brushes': 15956, 'fortinbras': 51928, 'crawling': 11584, 'richthofen': 45479, 'elie': 88367, 'pah': 23314, 'elia': 13416, 'cumpsty': 88368, 'elio': 51929, 'unjustified': 25223, 'trophies': 88369, 'scoggins': 25224, "'machinal'": 88370, 'archiological': 88371, 'encyclicals': 88372, 'gunslinger': 14354, 'meir': 51930, 'reeve': 6625, 'voiceless': 88373, 'byw': 88374, 'terriers': 88375, 'byu': 40788, 'antonius': 34674, 'merchandise': 15071, 'bye': 5455, 'jukebox': 88376, 'violating': 19491, 'crash': 2484, 'yazaki': 88377, 'commended': 14895, 'knights': 8238, "caliban's": 88378, 'commender': 34675, "melbourne's": 88379, '183': 40790, 'crass': 9254, 'cauffiel': 51931, 'transmitter': 88380, 'easel': 88381, 'whiteclad': 88382, 'sinnister': 67103, 'standoffish': 51601, 'puya': 88383, 'tram': 88384, 'eased': 34560, 'fiddle': 18505, 'brontosaurus': 88385, "by'": 51932, 'tray': 30554, 'upheavals': 51933, 'cleverless': 84561, 'pitying': 19492, "'dollman'": 88386, 'bentley': 16111, 'pallance': 63915, 'ponderance': 88387, 'registration': 21903, 'bhand': 54048, 'apophis': 25226, 'fusing': 51934, 'bhang': 88388, 'celticism': 88389, 'achile': 88390, 'siana': 88391, "breathnach's": 88392, "'masked": 88393, 'pam': 9091, 'siani': 51935, 'phoebus': 40791, 'flapjack': 51936, "'smallpox": 88394, 'semen': 16219, "'best": 38663, "montand's": 51937, 'garcia': 9628, "franko's": 88395, 'outings': 12604, 'obstructions': 51938, 'dominion': 23173, "daria's": 51939, 'grits': 40792, 'slahsers': 88553, 'riddick': 66387, 'dictionary': 14355, 'nuit': 23373, "ashram's": 88396, 'abductor': 34679, 'displeasing': 88397, 'obliteration': 88398, 'bedazzled': 51941, 'kober': 19493, 'dormitories': 88399, 'cait': 88400, "outing'": 88401, 'segregated': 34680, 'substantiate': 88403, 'reexamined': 88404, 'horace': 25227, 'severing': 26024, 'grapevine': 70371, 'inseglet': 88406, 'caio': 51943, 'cain': 7914, 'californian': 31925, "critique's": 88407, "munk's": 87449, 'firehouse': 25229, "wenders'": 34681, '1888': 38486, 'jarrell': 40794, 'afgan': 88408, 'bislane': 29593, 'homere': 88409, 'treaters': 51944, 'hitherto': 27620, '185': 51945, 'olde': 30661, "\x91insignificance'": 88410, 'harmlessness': 88411, 'vampress': 88412, 'homers': 88413, 'garard': 88414, 'destinations': 27621, 'flourish': 16813, 'myspace': 25232, 'accent': 1188, 'weberian': 88415, 'drood': 88416, 'drool': 14356, 'darma': 88417, 'thread': 5554, 'elbowroom': 88418, 'peoria': 40795, 'kiera': 16112, 'resurrects': 25233, 'greenlight': 20568, 'wanted': 470, 'constituent': 88419, 'evisceration': 40797, "flik's": 40798, 'osenniy': 88420, 'kiernan': 46193, 'nationalistic': 76077, 'swooned': 51948, 'tommy': 4041, 'morely': 88421, '\x84bubble': 34682, 'leticia': 51949, "'bruce": 50313, 'harald': 40106, 'sculpture': 17626, 'bodice': 51950, 'beter': 88422, 'franfreako': 87566, 'outsmarted': 27206, 'clevage': 88423, 'wathced': 88424, 'woebegone': 40799, 'footwork': 34698, 'mongolian': 88425, 'pealed': 88426, 'donavon': 50183, 'florin': 88427, 'excusable': 27476, 'florid': 51952, 'allergies': 88428, 'oozing': 17627, 'agency': 5744, 'zhukov': 51953, 'maharashtrian': 88430, 'savagely': 14889, 'stying': 88431, "den'": 88432, 'divers': 18506, 'youuuu': 88433, 'crept': 22166, "feud's": 88434, 'centre': 5923, 'flesheaters': 88435, 'noggin': 27622, 'doyleluver': 88436, 'flawlessness': 88437, 'slitting': 40162, "eustache's": 30556, 'deny': 6107, "mcelwee's": 40801, "quiroz's": 88438, 'jpieczanski': 88439, 'thialnd': 88440, 'dens': 88441, 'syncretism': 88442, 'gingernuts': 88443, 'goodhearted': 51954, 'dent': 23374, 'cinématographe': 34684, 'xavier': 25234, 'dena': 88444, 'inane': 4482, 'discontinuous': 40802, 'mckellar': 88445, 'houswives': 88446, 'faded': 7859, 'myrna': 7798, 'illuminations': 31264, 'camion': 88447, 'upright': 15712, 'laughers': 88448, 'playbook': 88449, 'powerhouse': 12996, '500db': 88450, "waterfall'": 87708, 'foreclosure': 57743, 'hamburglar': 88451, 'asterix': 88452, "generation'": 51956, 'fans': 448, 'operational': 87720, 'candidates': 9455, 'lassiter': 51957, 'cordobes': 88453, 'thousands': 3083, 'forfeit': 88454, 'philipps': 20126, 'vacuousness': 88455, 'shlocky': 51958, 'workin': 88456, 'dope': 10719, "skogland's": 51959, '999': 16801, '998': 88457, 'woooooo': 88458, 'backdropped': 87756, 'argento': 13832, 'penetrate': 20593, 'wordy': 17628, 'ghetto': 6788, "candidate'": 88459, 'mulford': 88460, 'instructive': 40826, 'sappily': 88461, 'eccentrically': 87791, 'jansch': 88462, 'asian': 2185, 'generations': 5119, 'ebb': 30558, "lifeforce'": 88463, 'chrstmas': 88464, 'detatched': 88465, 'paulson': 30559, 'churchman': 87824, 'violet': 14357, 'gutters': 88467, 'scoured': 88468, 'etchings': 51962, "kylie's": 88469, 'closer': 2436, 'closes': 11036, 'panto': 88470, 'closet': 4250, 'magus': 88471, 'eggleston': 88472, 'genius': 1259, 'ashleigh': 34686, 'rumblings': 51963, 'panty': 40807, 'closed': 4587, 'dividends': 51964, 'simms': 27624, 'brosnan': 3974, 'linebacker': 51965, 'complement': 10552, "baddies'": 88473, 'addio': 88474, 'audiovisual': 51966, 'beverages': 21898, 'brigadoon': 17629, 'salesgirl': 40808, 'doesnot': 88475, 'sexploitation': 13882, "jame's": 88476, 'memento': 19494, 'barrett': 14358, 'soapbox': 30560, 'famke': 40809, 'profanity': 5398, 'b36s': 88477, 'windom': 88478, "close'": 88479, "concert'": 88480, 'clansmen': 34687, 'agito': 51968, 'wnbq': 88481, 'kaempfen': 88482, "thaw's": 27625, 'shoving': 14891, 'sleaziest': 34688, 'guerin': 88484, 'inflicted': 9876, 'neighborliness': 88485, 'withdrawn': 16113, 'withdrawl': 88486, 'freedmen': 88487, "'balkanized'": 88488, 'kenobi': 21899, 'bbe': 88489, 'thumbed': 88490, 'broadcasts': 17598, 'validating': 51969, "boxers'": 87959, 'jugars': 88491, 'agreements': 34689, 'impetuously': 88492, 'thumbes': 88493, 'bbs': 51971, 'bbq': 34690, 'butchers': 23375, 'verizon': 88494, 'butchery': 40810, "genie's": 88495, 'señor': 46439, 'saner': 88496, "'prestige'": 51972, 'revivalist': 48235, "carface's": 40811, "'deepness'": 88497, "agreement'": 88498, 'aiieeee': 88499, 'beckettian': 69861, 'maciste': 88500, 'hounsou': 88501, 'intresting': 80934, 'not\x85repeat': 88502, 'nilamben': 88503, 'klass': 81345, 'funnist': 88504, 'marshmorton': 39736, 'hobbyhorse': 88022, "marcel's": 51973, 'restructure': 88505, 'madrasi': 88506, 'agentine': 88507, 'garda': 40812, "biggie's": 40813, 'schlöndorff': 76092, '15\x96year': 88508, 'gassing': 40814, 'stadiums': 34693, 'vintage': 6626, 'loutishness': 51975, "montana's": 25206, 'nwhere': 88509, '\x84batman': 88061, 'satrapi': 88066, 'panning': 20594, 'keneth': 40815, 'fomentation': 88510, 'hopton': 88511, "sousa's": 51977, 'tactful': 51978, 'booz': 88512, 'craigs': 88513, 'brumes': 88514, 'snatchers': 16814, 'appropriated': 30530, 'baruc': 88515, 'albin': 88516, "'penis'": 51980, 'antipasto': 88517, 'overwork': 88518, 'appropriates': 88519, 'siouxie': 88520, 'outgrow': 40816, 'breaker': 17630, 'boor': 51981, "'bubbling'": 88521, 'rocker': 9877, "arcand's": 88522, "chappelle's": 77256, 'wren': 88523, 'lowlights': 51982, 'storia': 88524, 'mighty': 4884, 'hmapk': 88525, "archeologist's": 88526, 'downfalls': 34694, 'shigeru': 35318, 'disturbance': 19496, 'serbs': 12605, 'ensued': 22958, 'sky': 1746, 'morbidly': 21900, 'googling': 51983, "'intentional'": 82114, 'skg': 88527, 'adoption': 16106, 'timecrimes': 88528, 'serbo': 88529, 'ski': 16114, 'knob': 30562, 'saturation': 25238, 'sick': 1192, 'refusals': 54834, 'protesters': 21901, 'kristofferson': 8774, 'siemens': 51985, 'deviances': 53304, 'know': 121, 'knot': 30563, 'variants': 88530, 'renyolds': 40817, 'iberia': 17631, "annabelle's": 88531, 'bedfellows': 40818, 'praarthana': 88532, 'losted': 88533, 'starrer': 34695, 'dances': 4200, "one''willard'": 88534, 'cutlet': 88237, 'eviction': 39794, 'isolytic': 88536, 'starred': 2681, 'traitors': 27626, 'nigga': 88259, 'shabby': 12257, 'waqt': 13883, "matrix'": 23376, 'junk': 2579, 'mosquitoes': 34696, 'libretto': 34697, 'kattan': 13418, 'beguine': 88537, 'soninha': 34040, 'sequency': 88538, 'dubbers': 88539, 'zillionaire': 88294, "gettin'": 51988, 'zanuck': 17632, 'leaded': 51989, 'strolls': 29326, 'moguls': 40820, 'catepillar': 88540, 'sette': 40821, 'murdoch': 20588, 'murdock': 23377, 'uneffective': 88541, 'poets': 16812, 'miniskirts': 88542, 'pensaba': 88543, 'thoroughfare': 88544, "o'donoghugh": 51991, 'arganauts': 76917, 'swinginest': 88545, 'consuming': 13884, 'wesley': 7915, 'daud': 88546, 'guffaws': 30564, 'empahh': 88547, 'nationalities': 30565, 'throne': 8594, 'intercontenital': 88548, 'throng': 51992, 'getting': 394, 'klineschloss': 51993, 'dependence': 21902, 'dependency': 25240, 'epiphany': 19497, 'fudd': 25241, 'fitzgibbon': 88549, 'bugle': 27627, 'unoticeable': 88550, 'couldnt': 24879, 'gunther': 30566, 'cultureless': 57756, "'hall": 88551, "mariner's": 88552, 'blabbing': 46559, 'dispossessed': 34678, 'deceptiveness': 76816, 'patronisingly': 51994, 'maize': 88554, 'uncontrollably': 21904, 'expeditious': 88555, 'effeminate': 10963, 'hypnotism': 27628, "'half": 88556, 'lederer': 88557, 'uncontrollable': 14359, 'mimbos': 48238, "i've": 204, 'proving': 5974, 'desando': 88429, 'baaaaad': 40824, 'gereco': 44477, "bearings'": 88558, 'kensit': 51997, 'wight': 88559, 'austreim': 75731, 'contradictory': 16791, 'bratwurst': 51998, "may's": 14128, 'contradictors': 88560, 'amitabhs': 88561, 'jaffa': 19498, 'jaffe': 11924, 'howdoilooknyc': 62008, "olan's": 88562, 'ornella': 51999, 'bitva': 57759, 'fountainhead': 88563, 'reble': 88564, 'percival': 88565, 'lubricated': 88566, "matsumoto's": 34700, 'heralding': 88567, 'hirschbiegel': 52001, "baywatch'": 88568, 'odilon': 88569, 'meaningless': 4042, 'gnawing': 40827, "'solve'": 88570, "guard's": 88571, "yamada's": 50090, 'spookfest': 57761, 'airsoft': 88573, 'abhay': 11306, 'spanky': 23378, 'urrrghhh': 88574, 'ev': 88575, 'chicatillo': 88576, 'transacting': 88577, "'la": 27630, 'percent': 8925, 'oprah': 7996, 'sics': 88578, 'illinois': 11925, 'dogtown': 40828, 'roars': 20595, 'branch': 9456, 'kerouac': 52002, 'wheelers': 88579, 'sica': 20596, 'lance': 6435, "pipe's": 88580, 'discretionary': 64179, 'contends': 40829, 'copywrite': 88581, 'geysers': 52003, 'artbox': 88582, 'cronyn': 52004, 'hardboiled': 52005, "voorhees'": 88583, '35mm': 16815, "'l'": 88584, 'paget': 18509, 'expands': 20597}

len(word_index)

88584

88584는 corpus임.

50000개 중 25000는 train data, 25000는 test data

그 50000개의 data는 88584개의 단어종류를 포함한다.

type( word_index )

dict

len(train_data[0]) #first data의 개수

218

len(train_data[1])

189

len(train_data[2])

141

data -> AI model -> label

data의 len는 다 다른데, 256로 고정시키겠다.

long comment, short comment 가 있지만, 256 words로 고정시킴.

길면 자르고, 짧으면 padding(00000...)로 채움. post면 뒤에, pre면 앞에.

train_data = keras.preprocessing.sequence.pad_sequences(train_data, maxlen = 256, padding = 'post')
test_data = keras.preprocessing.sequence.pad_sequences(test_data, maxlen = 256, padding = 'post')

model = keras.Sequential()
model.add(keras.layers.Embedding(len(word_index)+3, 32, input_length = 256))
model.add(keras.layers.GlobalAveragePooling1D( ))
model.add(keras.layers.Dense(16, activation = 'relu'))
model.add(keras.layers.Dense(16, activation = 'sigmoid'))

model.summary()

Model: "sequential"
_________________________________________________________________
Layer (type)                 Output Shape              Param #   
=================================================================
embedding (Embedding)        (None, 256, 32)           2834784   
_________________________________________________________________
global_average_pooling1d (Gl (None, 32)                0         
_________________________________________________________________
dense (Dense)                (None, 16)                528       
_________________________________________________________________
dense_1 (Dense)              (None, 16)                272       
=================================================================
Total params: 2,835,584
Trainable params: 2,835,584
Non-trainable params: 0
_________________________________________________________________

model.compile(optimizer = 'adam', loss = 'binary_crossentropy', metrics = ['accuracy'])

# model.fit ( train_data, train_labels, batch_size = 512, epochs =10 )

# model.evaluate(test_data, test_labels)

💙 9월 30일 목 (week 5_1)

💚 AL, ML, DL

python statement

if, for, while

function

AI, ML, DL을 먼저 배워보겠다.

• AI : general technique that enables computers to mimic human intelligence.
• ML : data-driven alrorithms
• DL : data-driven models with artificial neurons(; perceptron).

---

💚 AI의 네 타입

1. supreviesed learning

basic learning.

data가 있는데, data엔 Question과 Answer가 있다. 둘 다 준비되어 있다.

이걸 Model에 넣음.

x1과 x2는 각각 feature임.

예, x1는 height(cm), x2는 weight(kg).

병 있으면 O, 없으면 X.

O, X가 answer, 즉 label임.

x1, x2는 question, 즉 feature data임.

그래서 우리는 다른 키, 체중 가진 경우를 예측하는 거임.

1. un-supervised learning

no label.

feature만 있다.

just plot the data.

group A, group B 정도로만 나눌 수 있음.

이게 supervised learning을 보조함.

1. semi-supervised learning

no label

1. reinforcement learning

위 세가지 경우와 완전히 다름.

Go 바둑 게임.

바둑알을 여기다 두면 이길 확률.

이길 확률 높은 걸 계속계속 배움.

agent , reward, state, environment 있음.

---

💚 if Intelligence is a cake...

Yann LeCun이라는 사람, God of AI

Geoffey Heton은 King of AI

cake 전체는 computer AI brain.

supervised learning은 icing 같다.

reinforcement learning은 cherry 같다.

내부는 unsupervised learning.

---

💚 unsupervised learning

deep fake는 unsupervised learning임.

clustering

많은 feature data(weight, height, Blood, Heart, ...) 가 있으면,

1000가지 feature 있으면,

dimension reduction을 해야함.

그게 unsupervised learning.

---

💚 supervised learning의 두가지 요소

supervised learning에는 두가지 있다.

Input : feature data.

Output : label.

둘 다 주어진다.

그리고 supervised learning은

regression problem, classification problem으로 나뉨.

• regression : output(label)이 continuous values.

• classification : output(label)이 discrete values. categorized value.

---

💚 training vs. test

• traning

data를 model에 넣음.

model엔 weight 있음.

weight는 100,000, 1million, 1billion 등 많은 값이 있따.

model을 몇 개 정해놓음. Hypothesis(가설).

그리고 learning해서,

weight(model의 optional parameters)를 찾음.

• test

another new data를 trained model에 넣음.

prediction(; estimation) 함.

---

💚 feature vs. label

data in supervised learning : feature, label

1. feature (input, question)

: form이 많다.

(1) table data or time-series data :1D

(2) Image : 1frame. 2D or 3D : 많은 channel 있다. CT, MR, US 등의 이미지는 DICom image임.

(3) video : 3D or 4D : 30frame/sec 등으로 표현.

1. label (output, answer)

: classification problem.

(1) binary label : malignat of benigh : 0 or 1.

(2) multi-label : 0,`,1,2,.... :

kaggle.com엔 AI computation이 있다.

prize 탈 수 있다.

6 elements로 구성된 1 list가 label 결정. 즉, one-hot Encoding.

data를 training, etst로 바꾸는 비율은 보통

8:2, 7:3, or 9:1

test data는 꼭 isolated 되어있어야 함.

---

💚 여러가지 ML algorithms

ML alrogithm에는 여러가지가 있다.

• Linear regression,

  : very basic. only for regression problem. predict some values.

• Logistic regression, ,.........

regression problem

feature data로서 size 가 있다. only 1 feature.

output, label은 달러임.

일단은 걍 feature가 하나만 있다고 가정하자.

빨간 점이 whole data임.

modeling해서 hypothesis를 세우자. linear pattern이라고.

y=wx+b로. w는 slope, b는 intersection.

두개의 파라미터가 있는 것이다.

every single value는 x,y가 있는거니까 그걸 y=wx+b에 대입.

2 parameter니까 2 equation만 있으면 된다.

근데 여러 가지 해봐가지구 w, b 찾는거다.

💚 Linear Regression 개념

boston housing dataset

14개의 features 있다.

y = w1x1 + .... + w13x13 + b로 식 세울 수 있다. (linear regression이면!)

1. data

먼저, from tensorflow.keras import datasets를 한다.

from tensorflow.keras import datasets

(train_data, train_label), (test_data, test_label) = datasets.boston_housing.load_data()

Downloading data from https://storage.googleapis.com/tensorflow/tf-keras-datasets/boston_housing.npz
57344/57026 [==============================] - 0s 0us/step
65536/57026 [==================================] - 0s 0us/step

train_data에는 13 features 있음.

1.1 data analysis

type(train_data)

numpy.ndarray

train_data.shape

(404, 13)

train_label.shape

(404,)

test_data.shape

(102, 13)

test_label.shape

(102,)

13 feature data가 404개임.

train_data[0]

train_data.shape 하면 (404, 13) 나옴. 2 dimension임.

train_label.shape하면 (404,) 나옴. 즉, 1 dimension임.

(404,1)는 2D로 간주함.

train_data[0] 하면 array([ ?,?,?, ? ..., ?])임.

train_data[0]는 13 elements의 list이고, train_data[403]까지 있음.

test_data.shape 하면 (102,13)가 나옴.

test_label.shape 하면 (102,)가 나옴.

print(train_data)

[[1.23247e+00 0.00000e+00 8.14000e+00 ... 2.10000e+01 3.96900e+02
  1.87200e+01]
 [2.17700e-02 8.25000e+01 2.03000e+00 ... 1.47000e+01 3.95380e+02
  3.11000e+00]
 [4.89822e+00 0.00000e+00 1.81000e+01 ... 2.02000e+01 3.75520e+02
  3.26000e+00]
 ...
 [3.46600e-02 3.50000e+01 6.06000e+00 ... 1.69000e+01 3.62250e+02
  7.83000e+00]
 [2.14918e+00 0.00000e+00 1.95800e+01 ... 1.47000e+01 2.61950e+02
  1.57900e+01]
 [1.43900e-02 6.00000e+01 2.93000e+00 ... 1.56000e+01 3.76700e+02
  4.38000e+00]]

print(train_label)

[15.2 42.3 50.  21.1 17.7 18.5 11.3 15.6 15.6 14.4 12.1 17.9 23.1 19.9
 15.7  8.8 50.  22.5 24.1 27.5 10.9 30.8 32.9 24.  18.5 13.3 22.9 34.7
 16.6 17.5 22.3 16.1 14.9 23.1 34.9 25.  13.9 13.1 20.4 20.  15.2 24.7
 22.2 16.7 12.7 15.6 18.4 21.  30.1 15.1 18.7  9.6 31.5 24.8 19.1 22.
 14.5 11.  32.  29.4 20.3 24.4 14.6 19.5 14.1 14.3 15.6 10.5  6.3 19.3
 19.3 13.4 36.4 17.8 13.5 16.5  8.3 14.3 16.  13.4 28.6 43.5 20.2 22.
 23.  20.7 12.5 48.5 14.6 13.4 23.7 50.  21.7 39.8 38.7 22.2 34.9 22.5
 31.1 28.7 46.  41.7 21.  26.6 15.  24.4 13.3 21.2 11.7 21.7 19.4 50.
 22.8 19.7 24.7 36.2 14.2 18.9 18.3 20.6 24.6 18.2  8.7 44.  10.4 13.2
 21.2 37.  30.7 22.9 20.  19.3 31.7 32.  23.1 18.8 10.9 50.  19.6  5.
 14.4 19.8 13.8 19.6 23.9 24.5 25.  19.9 17.2 24.6 13.5 26.6 21.4 11.9
 22.6 19.6  8.5 23.7 23.1 22.4 20.5 23.6 18.4 35.2 23.1 27.9 20.6 23.7
 28.  13.6 27.1 23.6 20.6 18.2 21.7 17.1  8.4 25.3 13.8 22.2 18.4 20.7
 31.6 30.5 20.3  8.8 19.2 19.4 23.1 23.  14.8 48.8 22.6 33.4 21.1 13.6
 32.2 13.1 23.4 18.9 23.9 11.8 23.3 22.8 19.6 16.7 13.4 22.2 20.4 21.8
 26.4 14.9 24.1 23.8 12.3 29.1 21.  19.5 23.3 23.8 17.8 11.5 21.7 19.9
 25.  33.4 28.5 21.4 24.3 27.5 33.1 16.2 23.3 48.3 22.9 22.8 13.1 12.7
 22.6 15.  15.3 10.5 24.  18.5 21.7 19.5 33.2 23.2  5.  19.1 12.7 22.3
 10.2 13.9 16.3 17.  20.1 29.9 17.2 37.3 45.4 17.8 23.2 29.  22.  18.
 17.4 34.6 20.1 25.  15.6 24.8 28.2 21.2 21.4 23.8 31.  26.2 17.4 37.9
 17.5 20.   8.3 23.9  8.4 13.8  7.2 11.7 17.1 21.6 50.  16.1 20.4 20.6
 21.4 20.6 36.5  8.5 24.8 10.8 21.9 17.3 18.9 36.2 14.9 18.2 33.3 21.8
 19.7 31.6 24.8 19.4 22.8  7.5 44.8 16.8 18.7 50.  50.  19.5 20.1 50.
 17.2 20.8 19.3 41.3 20.4 20.5 13.8 16.5 23.9 20.6 31.5 23.3 16.8 14.
 33.8 36.1 12.8 18.3 18.7 19.1 29.  30.1 50.  50.  22.  11.9 37.6 50.
 22.7 20.8 23.5 27.9 50.  19.3 23.9 22.6 15.2 21.7 19.2 43.8 20.3 33.2
 19.9 22.5 32.7 22.  17.1 19.  15.  16.1 25.1 23.7 28.7 37.2 22.6 16.4
 25.  29.8 22.1 17.4 18.1 30.3 17.5 24.7 12.6 26.5 28.7 13.3 10.4 24.4
 23.  20.  17.8  7.  11.8 24.4 13.8 19.4 25.2 19.4 19.4 29.1]

train_label

array([15.2, 42.3, 50. , 21.1, 17.7, 18.5, 11.3, 15.6, 15.6, 14.4, 12.1,
       17.9, 23.1, 19.9, 15.7,  8.8, 50. , 22.5, 24.1, 27.5, 10.9, 30.8,
       32.9, 24. , 18.5, 13.3, 22.9, 34.7, 16.6, 17.5, 22.3, 16.1, 14.9,
       23.1, 34.9, 25. , 13.9, 13.1, 20.4, 20. , 15.2, 24.7, 22.2, 16.7,
       12.7, 15.6, 18.4, 21. , 30.1, 15.1, 18.7,  9.6, 31.5, 24.8, 19.1,
       22. , 14.5, 11. , 32. , 29.4, 20.3, 24.4, 14.6, 19.5, 14.1, 14.3,
       15.6, 10.5,  6.3, 19.3, 19.3, 13.4, 36.4, 17.8, 13.5, 16.5,  8.3,
       14.3, 16. , 13.4, 28.6, 43.5, 20.2, 22. , 23. , 20.7, 12.5, 48.5,
       14.6, 13.4, 23.7, 50. , 21.7, 39.8, 38.7, 22.2, 34.9, 22.5, 31.1,
       28.7, 46. , 41.7, 21. , 26.6, 15. , 24.4, 13.3, 21.2, 11.7, 21.7,
       19.4, 50. , 22.8, 19.7, 24.7, 36.2, 14.2, 18.9, 18.3, 20.6, 24.6,
       18.2,  8.7, 44. , 10.4, 13.2, 21.2, 37. , 30.7, 22.9, 20. , 19.3,
       31.7, 32. , 23.1, 18.8, 10.9, 50. , 19.6,  5. , 14.4, 19.8, 13.8,
       19.6, 23.9, 24.5, 25. , 19.9, 17.2, 24.6, 13.5, 26.6, 21.4, 11.9,
       22.6, 19.6,  8.5, 23.7, 23.1, 22.4, 20.5, 23.6, 18.4, 35.2, 23.1,
       27.9, 20.6, 23.7, 28. , 13.6, 27.1, 23.6, 20.6, 18.2, 21.7, 17.1,
        8.4, 25.3, 13.8, 22.2, 18.4, 20.7, 31.6, 30.5, 20.3,  8.8, 19.2,
       19.4, 23.1, 23. , 14.8, 48.8, 22.6, 33.4, 21.1, 13.6, 32.2, 13.1,
       23.4, 18.9, 23.9, 11.8, 23.3, 22.8, 19.6, 16.7, 13.4, 22.2, 20.4,
       21.8, 26.4, 14.9, 24.1, 23.8, 12.3, 29.1, 21. , 19.5, 23.3, 23.8,
       17.8, 11.5, 21.7, 19.9, 25. , 33.4, 28.5, 21.4, 24.3, 27.5, 33.1,
       16.2, 23.3, 48.3, 22.9, 22.8, 13.1, 12.7, 22.6, 15. , 15.3, 10.5,
       24. , 18.5, 21.7, 19.5, 33.2, 23.2,  5. , 19.1, 12.7, 22.3, 10.2,
       13.9, 16.3, 17. , 20.1, 29.9, 17.2, 37.3, 45.4, 17.8, 23.2, 29. ,
       22. , 18. , 17.4, 34.6, 20.1, 25. , 15.6, 24.8, 28.2, 21.2, 21.4,
       23.8, 31. , 26.2, 17.4, 37.9, 17.5, 20. ,  8.3, 23.9,  8.4, 13.8,
        7.2, 11.7, 17.1, 21.6, 50. , 16.1, 20.4, 20.6, 21.4, 20.6, 36.5,
        8.5, 24.8, 10.8, 21.9, 17.3, 18.9, 36.2, 14.9, 18.2, 33.3, 21.8,
       19.7, 31.6, 24.8, 19.4, 22.8,  7.5, 44.8, 16.8, 18.7, 50. , 50. ,
       19.5, 20.1, 50. , 17.2, 20.8, 19.3, 41.3, 20.4, 20.5, 13.8, 16.5,
       23.9, 20.6, 31.5, 23.3, 16.8, 14. , 33.8, 36.1, 12.8, 18.3, 18.7,
       19.1, 29. , 30.1, 50. , 50. , 22. , 11.9, 37.6, 50. , 22.7, 20.8,
       23.5, 27.9, 50. , 19.3, 23.9, 22.6, 15.2, 21.7, 19.2, 43.8, 20.3,
       33.2, 19.9, 22.5, 32.7, 22. , 17.1, 19. , 15. , 16.1, 25.1, 23.7,
       28.7, 37.2, 22.6, 16.4, 25. , 29.8, 22.1, 17.4, 18.1, 30.3, 17.5,
       24.7, 12.6, 26.5, 28.7, 13.3, 10.4, 24.4, 23. , 20. , 17.8,  7. ,
       11.8, 24.4, 13.8, 19.4, 25.2, 19.4, 19.4, 29.1])

print(train_label[0])

15.2

2. Linear Regression Algorithm Modeling (Hypothesis)

# import LinearRegression Class
from sklearn.linear_model import LinearRegression

# Instance (object) creation
model = LinearRegression()

🔥의 세 줄만 하면 다 되는거임....!!!!!!!!!!!!!!!!!!!!!!!!!!

from sklearn.linear_model import LinearRegression 🔥

model = LinearRegression( ) 🔥

(c.f. 대문자로 시작하면 class임. model은 instance(; object)고, Linear Regression은 class임.)

(c.f. a = 1 에서 a는 instance임. a.하면 여러 attribute와 method 나옴.)

(c.f. model. 하면 여러 attribute와 method 나옴.)

3. Training

model.fit(train_data, train_label)

LinearRegression(copy_X=True, fit_intercept=True, n_jobs=None, normalize=False)

model.fit( train_data, train_label ) 🔥 # fit은 train a model을 의미. w1x1+ ... + w13x13 쓰고 training까지 다 끝남.

4. Evaluation

predicted_results = model.predict( test_data )

print( predicted_results ) # 하면 예상된 price가 list로 쫘르르르륵 나옴. 9.6

[ 9.69267239 21.05859431 20.94145461 34.25223414 25.95902598 20.56741038
 28.15310405 25.07113862 20.30519458 22.82489511 20.29027213 18.07938917
 16.46141024 35.31166595 19.41369959 19.34727116 24.58140904 21.01346252
 19.99079236 23.79286427 12.20780045 17.14218992 22.51468752 12.92570511
 21.18070615 23.94073547 33.46176314 24.2631555  13.35213096 20.71939252
 23.45082103 19.1486881  36.09743765 23.47113531 19.03141995  5.92425733
 14.02090469 22.96425377 16.01731242 27.09134249 22.06997029 28.61755389
 17.75679772 34.75579014 31.29455712 24.73234165 31.12655323 18.09268992
 22.62638989 24.21208909 30.5854317  18.71860574 10.50163617 13.73779292
 34.4022841  27.53140317 18.08151522 40.05101982 37.63271513 24.64021422
 25.73823434 20.64369987 20.33514699 21.38393124 24.63485497 23.53071805
 17.42141466 26.76911736  3.83782148 11.97063636 24.2602519  23.67191799
 23.66639182  8.4403269  28.52690962 20.94071229 20.44489658 24.77678169
 33.77299778  7.02038331 24.55379254 36.73923493 16.09878612 18.14663987
 20.48899554 18.7928142  22.45683561 26.19154506 23.36585592 28.89583791
 17.48243942 16.05642916 26.69532678 28.1393996  35.04164989 20.05308052
 36.25269116 38.51475052 25.13506119 41.49062194 34.65500235 25.33950895]

print( test_label ) # 하면 true value가 나옴. 요게 진짜 value. 7.2

[ 7.2 18.8 19.  27.  22.2 24.5 31.2 22.9 20.5 23.2 18.6 14.5 17.8 50.
 20.8 24.3 24.2 19.8 19.1 22.7 12.  10.2 20.  18.5 20.9 23.  27.5 30.1
  9.5 22.  21.2 14.1 33.1 23.4 20.1  7.4 15.4 23.8 20.1 24.5 33.  28.4
 14.1 46.7 32.5 29.6 28.4 19.8 20.2 25.  35.4 20.3  9.7 14.5 34.9 26.6
  7.2 50.  32.4 21.6 29.8 13.1 27.5 21.2 23.1 21.9 13.  23.2  8.1  5.6
 21.7 29.6 19.6  7.  26.4 18.9 20.9 28.1 35.4 10.2 24.3 43.1 17.6 15.4
 16.2 27.1 21.4 21.5 22.4 25.  16.6 18.6 22.  42.8 35.1 21.5 36.  21.9
 24.1 50.  26.7 25. ]

abs( predicted_results - test_label ) #하면 error value가 나옴. 2.4

array([ 2.49267239,  2.25859431,  1.94145461,  7.25223414,  3.75902598,
        3.93258962,  3.04689595,  2.17113862,  0.19480542,  0.37510489,
        1.69027213,  3.57938917,  1.33858976, 14.68833405,  1.38630041,
        4.95272884,  0.38140904,  1.21346252,  0.89079236,  1.09286427,
        0.20780045,  6.94218992,  2.51468752,  5.57429489,  0.28070615,
        0.94073547,  5.96176314,  5.8368445 ,  3.85213096,  1.28060748,
        2.25082103,  5.0486881 ,  2.99743765,  0.07113531,  1.06858005,
        1.47574267,  1.37909531,  0.83574623,  4.08268758,  2.59134249,
       10.93002971,  0.21755389,  3.65679772, 11.94420986,  1.20544288,
        4.86765835,  2.72655323,  1.70731008,  2.42638989,  0.78791091,
        4.8145683 ,  1.58139426,  0.80163617,  0.76220708,  0.4977159 ,
        0.93140317, 10.88151522,  9.94898018,  5.23271513,  3.04021422,
        4.06176566,  7.54369987,  7.16485301,  0.18393124,  1.53485497,
        1.63071805,  4.42141466,  3.56911736,  4.26217852,  6.37063636,
        2.5602519 ,  5.92808201,  4.06639182,  1.4403269 ,  2.12690962,
        2.04071229,  0.45510342,  3.32321831,  1.62700222,  3.17961669,
        0.25379254,  6.36076507,  1.50121388,  2.74663987,  4.28899554,
        8.3071858 ,  1.05683561,  4.69154506,  0.96585592,  3.89583791,
        0.88243942,  2.54357084,  4.69532678, 14.6606004 ,  0.05835011,
        1.44691948,  0.25269116, 16.61475052,  1.03506119,  8.50937806,
        7.95500235,  0.33950895])

average_error = sum( abs( predicted_results - test_label ) / len(test_label) ) #len(test_label)은 102임.

print( average_error ) #하면 평균 에러. 즉, 3.4 thousand dollars.

3.464185812406718

print( f"평균 에러는 {average_error * 1000} $ 이다." )

평균 에러는 3464.185812406718 $ 이다.

print( f"평균 에러는 {(average_error*1000):.2f} $ 이다." ) #하면 소숫점 아래 두자리 수까지.

평균 에러는 3464.19 $ 이다.

🍓1🍓 Linear Regression 코드

#1 data
from tensorflow.keras import datasets
(train_data, train_label), (test_data, test_label) = datasets.boston_housing.load_data()

#1.1 data analysis
type(train_data)

numpy.ndarray

train_data.shape # 2D

(404, 13)

train_label.shape # 1D이다. c.f.)   (404, 1)은 2D로 간주함.

(404,)

train_data[0]

array([  1.23247,   0.     ,   8.14   ,   0.     ,   0.538  ,   6.142  ,
        91.7    ,   3.9769 ,   4.     , 307.     ,  21.     , 396.9    ,
        18.72   ])

train_data[403] #404부터는 에러남.

array([1.4390e-02, 6.0000e+01, 2.9300e+00, 0.0000e+00, 4.0100e-01,
       6.6040e+00, 1.8800e+01, 6.2196e+00, 1.0000e+00, 2.6500e+02,
       1.5600e+01, 3.7670e+02, 4.3800e+00])

test_data.shape

(102, 13)

test_label.shape

(102,)

print(train_data)

[[1.23247e+00 0.00000e+00 8.14000e+00 ... 2.10000e+01 3.96900e+02
  1.87200e+01]
 [2.17700e-02 8.25000e+01 2.03000e+00 ... 1.47000e+01 3.95380e+02
  3.11000e+00]
 [4.89822e+00 0.00000e+00 1.81000e+01 ... 2.02000e+01 3.75520e+02
  3.26000e+00]
 ...
 [3.46600e-02 3.50000e+01 6.06000e+00 ... 1.69000e+01 3.62250e+02
  7.83000e+00]
 [2.14918e+00 0.00000e+00 1.95800e+01 ... 1.47000e+01 2.61950e+02
  1.57900e+01]
 [1.43900e-02 6.00000e+01 2.93000e+00 ... 1.56000e+01 3.76700e+02
  4.38000e+00]]

print(train_data[0])

[  1.23247   0.        8.14      0.        0.538     6.142    91.7
   3.9769    4.      307.       21.      396.9      18.72   ]

print(train_label)

[15.2 42.3 50.  21.1 17.7 18.5 11.3 15.6 15.6 14.4 12.1 17.9 23.1 19.9
 15.7  8.8 50.  22.5 24.1 27.5 10.9 30.8 32.9 24.  18.5 13.3 22.9 34.7
 16.6 17.5 22.3 16.1 14.9 23.1 34.9 25.  13.9 13.1 20.4 20.  15.2 24.7
 22.2 16.7 12.7 15.6 18.4 21.  30.1 15.1 18.7  9.6 31.5 24.8 19.1 22.
 14.5 11.  32.  29.4 20.3 24.4 14.6 19.5 14.1 14.3 15.6 10.5  6.3 19.3
 19.3 13.4 36.4 17.8 13.5 16.5  8.3 14.3 16.  13.4 28.6 43.5 20.2 22.
 23.  20.7 12.5 48.5 14.6 13.4 23.7 50.  21.7 39.8 38.7 22.2 34.9 22.5
 31.1 28.7 46.  41.7 21.  26.6 15.  24.4 13.3 21.2 11.7 21.7 19.4 50.
 22.8 19.7 24.7 36.2 14.2 18.9 18.3 20.6 24.6 18.2  8.7 44.  10.4 13.2
 21.2 37.  30.7 22.9 20.  19.3 31.7 32.  23.1 18.8 10.9 50.  19.6  5.
 14.4 19.8 13.8 19.6 23.9 24.5 25.  19.9 17.2 24.6 13.5 26.6 21.4 11.9
 22.6 19.6  8.5 23.7 23.1 22.4 20.5 23.6 18.4 35.2 23.1 27.9 20.6 23.7
 28.  13.6 27.1 23.6 20.6 18.2 21.7 17.1  8.4 25.3 13.8 22.2 18.4 20.7
 31.6 30.5 20.3  8.8 19.2 19.4 23.1 23.  14.8 48.8 22.6 33.4 21.1 13.6
 32.2 13.1 23.4 18.9 23.9 11.8 23.3 22.8 19.6 16.7 13.4 22.2 20.4 21.8
 26.4 14.9 24.1 23.8 12.3 29.1 21.  19.5 23.3 23.8 17.8 11.5 21.7 19.9
 25.  33.4 28.5 21.4 24.3 27.5 33.1 16.2 23.3 48.3 22.9 22.8 13.1 12.7
 22.6 15.  15.3 10.5 24.  18.5 21.7 19.5 33.2 23.2  5.  19.1 12.7 22.3
 10.2 13.9 16.3 17.  20.1 29.9 17.2 37.3 45.4 17.8 23.2 29.  22.  18.
 17.4 34.6 20.1 25.  15.6 24.8 28.2 21.2 21.4 23.8 31.  26.2 17.4 37.9
 17.5 20.   8.3 23.9  8.4 13.8  7.2 11.7 17.1 21.6 50.  16.1 20.4 20.6
 21.4 20.6 36.5  8.5 24.8 10.8 21.9 17.3 18.9 36.2 14.9 18.2 33.3 21.8
 19.7 31.6 24.8 19.4 22.8  7.5 44.8 16.8 18.7 50.  50.  19.5 20.1 50.
 17.2 20.8 19.3 41.3 20.4 20.5 13.8 16.5 23.9 20.6 31.5 23.3 16.8 14.
 33.8 36.1 12.8 18.3 18.7 19.1 29.  30.1 50.  50.  22.  11.9 37.6 50.
 22.7 20.8 23.5 27.9 50.  19.3 23.9 22.6 15.2 21.7 19.2 43.8 20.3 33.2
 19.9 22.5 32.7 22.  17.1 19.  15.  16.1 25.1 23.7 28.7 37.2 22.6 16.4
 25.  29.8 22.1 17.4 18.1 30.3 17.5 24.7 12.6 26.5 28.7 13.3 10.4 24.4
 23.  20.  17.8  7.  11.8 24.4 13.8 19.4 25.2 19.4 19.4 29.1]

print(train_label[0])

15.2

#2. Modeling

#2.1 Import LinearRegression Class
from sklearn.linear_model import LinearRegression #대문자로 시작하니까 class임.

#2.2 Instance (0bject) creation
model_lr = LinearRegression() 
#LinearRegression는 class,
#model_lr은 instance(=object) 이다. instance는 attribute, method를 부를 수 있다. 쩜 찍어서.

#3. Training
model_lr.fit(train_data, train_label)
#fit은, 'train a model'

LinearRegression(copy_X=True, fit_intercept=True, n_jobs=None, normalize=False)

#4. Evaluation
prediction_lr = model_lr.predict(test_data)

print(prediction_lr)

[ 9.69267239 21.05859431 20.94145461 34.25223414 25.95902598 20.56741038
 28.15310405 25.07113862 20.30519458 22.82489511 20.29027213 18.07938917
 16.46141024 35.31166595 19.41369959 19.34727116 24.58140904 21.01346252
 19.99079236 23.79286427 12.20780045 17.14218992 22.51468752 12.92570511
 21.18070615 23.94073547 33.46176314 24.2631555  13.35213096 20.71939252
 23.45082103 19.1486881  36.09743765 23.47113531 19.03141995  5.92425733
 14.02090469 22.96425377 16.01731242 27.09134249 22.06997029 28.61755389
 17.75679772 34.75579014 31.29455712 24.73234165 31.12655323 18.09268992
 22.62638989 24.21208909 30.5854317  18.71860574 10.50163617 13.73779292
 34.4022841  27.53140317 18.08151522 40.05101982 37.63271513 24.64021422
 25.73823434 20.64369987 20.33514699 21.38393124 24.63485497 23.53071805
 17.42141466 26.76911736  3.83782148 11.97063636 24.2602519  23.67191799
 23.66639182  8.4403269  28.52690962 20.94071229 20.44489658 24.77678169
 33.77299778  7.02038331 24.55379254 36.73923493 16.09878612 18.14663987
 20.48899554 18.7928142  22.45683561 26.19154506 23.36585592 28.89583791
 17.48243942 16.05642916 26.69532678 28.1393996  35.04164989 20.05308052
 36.25269116 38.51475052 25.13506119 41.49062194 34.65500235 25.33950895]

print( test_label ) #얘는 정답

[ 7.2 18.8 19.  27.  22.2 24.5 31.2 22.9 20.5 23.2 18.6 14.5 17.8 50.
 20.8 24.3 24.2 19.8 19.1 22.7 12.  10.2 20.  18.5 20.9 23.  27.5 30.1
  9.5 22.  21.2 14.1 33.1 23.4 20.1  7.4 15.4 23.8 20.1 24.5 33.  28.4
 14.1 46.7 32.5 29.6 28.4 19.8 20.2 25.  35.4 20.3  9.7 14.5 34.9 26.6
  7.2 50.  32.4 21.6 29.8 13.1 27.5 21.2 23.1 21.9 13.  23.2  8.1  5.6
 21.7 29.6 19.6  7.  26.4 18.9 20.9 28.1 35.4 10.2 24.3 43.1 17.6 15.4
 16.2 27.1 21.4 21.5 22.4 25.  16.6 18.6 22.  42.8 35.1 21.5 36.  21.9
 24.1 50.  26.7 25. ]

sum(abs(prediction_lr - test_label)) / 102 #정답이랑 예상한거랑 비교해보쟈

3.4641858124067206

error = sum(abs(prediction_lr - test_label)) / len(test_label)
print(error)

3.4641858124067206

print( f"평균 에러는 {error*1000 :.2f}")

평균 에러는 3464.19

💙 10월 05일 화 (week5_2)

🍓1🍓 Linear Regression 코드 _ 복습

from tensorflow.keras import datasets 
(train_data, train_label), (test_data, test_label) = datasets.boston_housing.load_data() 
#train data에는, 
#data는 가로 13 세로 404
#label(house price)는 가로 1 세로 404

train_data.shape

(404, 13)

train_label.shape

(404,)

test_data.shape

(102, 13)

test_label.shape

(102,)

from sklearn.linear_model import LinearRegression

model = LinearRegression()

model.fit(train_data, train_label)

LinearRegression(copy_X=True, fit_intercept=True, n_jobs=None, normalize=False)

model.coef_ 
#도구표시는 attribute임. 
#y = w1x1 + w2x2 + ... + w13x13 + b에서 w1, w2, .., , w13 는 coefficient임.

array([-1.19997513e-01,  5.70003304e-02,  3.98379660e-03,  4.12698187e+00,
       -2.05002963e+01,  3.38024903e+00,  7.56807584e-03, -1.71189793e+00,
        3.34747537e-01, -1.17797225e-02, -9.02318039e-01,  8.71912756e-03,
       -5.55842510e-01])

model.intercept_
#y = w1x1 + w2x2 + ... + w13x13 + b에서 b값

40.29367058057704

prediction = model.predict(test_data)
prediction
#이거는 예상한 값

array([ 9.69267239, 21.05859431, 20.94145461, 34.25223414, 25.95902598,
       20.56741038, 28.15310405, 25.07113862, 20.30519458, 22.82489511,
       20.29027213, 18.07938917, 16.46141024, 35.31166595, 19.41369959,
       19.34727116, 24.58140904, 21.01346252, 19.99079236, 23.79286427,
       12.20780045, 17.14218992, 22.51468752, 12.92570511, 21.18070615,
       23.94073547, 33.46176314, 24.2631555 , 13.35213096, 20.71939252,
       23.45082103, 19.1486881 , 36.09743765, 23.47113531, 19.03141995,
        5.92425733, 14.02090469, 22.96425377, 16.01731242, 27.09134249,
       22.06997029, 28.61755389, 17.75679772, 34.75579014, 31.29455712,
       24.73234165, 31.12655323, 18.09268992, 22.62638989, 24.21208909,
       30.5854317 , 18.71860574, 10.50163617, 13.73779292, 34.4022841 ,
       27.53140317, 18.08151522, 40.05101982, 37.63271513, 24.64021422,
       25.73823434, 20.64369987, 20.33514699, 21.38393124, 24.63485497,
       23.53071805, 17.42141466, 26.76911736,  3.83782148, 11.97063636,
       24.2602519 , 23.67191799, 23.66639182,  8.4403269 , 28.52690962,
       20.94071229, 20.44489658, 24.77678169, 33.77299778,  7.02038331,
       24.55379254, 36.73923493, 16.09878612, 18.14663987, 20.48899554,
       18.7928142 , 22.45683561, 26.19154506, 23.36585592, 28.89583791,
       17.48243942, 16.05642916, 26.69532678, 28.1393996 , 35.04164989,
       20.05308052, 36.25269116, 38.51475052, 25.13506119, 41.49062194,
       34.65500235, 25.33950895])

test_data.shape

(102, 13)

test_label
#이거는 true value

array([ 7.2, 18.8, 19. , 27. , 22.2, 24.5, 31.2, 22.9, 20.5, 23.2, 18.6,
       14.5, 17.8, 50. , 20.8, 24.3, 24.2, 19.8, 19.1, 22.7, 12. , 10.2,
       20. , 18.5, 20.9, 23. , 27.5, 30.1,  9.5, 22. , 21.2, 14.1, 33.1,
       23.4, 20.1,  7.4, 15.4, 23.8, 20.1, 24.5, 33. , 28.4, 14.1, 46.7,
       32.5, 29.6, 28.4, 19.8, 20.2, 25. , 35.4, 20.3,  9.7, 14.5, 34.9,
       26.6,  7.2, 50. , 32.4, 21.6, 29.8, 13.1, 27.5, 21.2, 23.1, 21.9,
       13. , 23.2,  8.1,  5.6, 21.7, 29.6, 19.6,  7. , 26.4, 18.9, 20.9,
       28.1, 35.4, 10.2, 24.3, 43.1, 17.6, 15.4, 16.2, 27.1, 21.4, 21.5,
       22.4, 25. , 16.6, 18.6, 22. , 42.8, 35.1, 21.5, 36. , 21.9, 24.1,
       50. , 26.7, 25. ])

#prediction이랑 true value 비교해서 error 구해보자.
prediction - test_label

array([  2.49267239,   2.25859431,   1.94145461,   7.25223414,
         3.75902598,  -3.93258962,  -3.04689595,   2.17113862,
        -0.19480542,  -0.37510489,   1.69027213,   3.57938917,
        -1.33858976, -14.68833405,  -1.38630041,  -4.95272884,
         0.38140904,   1.21346252,   0.89079236,   1.09286427,
         0.20780045,   6.94218992,   2.51468752,  -5.57429489,
         0.28070615,   0.94073547,   5.96176314,  -5.8368445 ,
         3.85213096,  -1.28060748,   2.25082103,   5.0486881 ,
         2.99743765,   0.07113531,  -1.06858005,  -1.47574267,
        -1.37909531,  -0.83574623,  -4.08268758,   2.59134249,
       -10.93002971,   0.21755389,   3.65679772, -11.94420986,
        -1.20544288,  -4.86765835,   2.72655323,  -1.70731008,
         2.42638989,  -0.78791091,  -4.8145683 ,  -1.58139426,
         0.80163617,  -0.76220708,  -0.4977159 ,   0.93140317,
        10.88151522,  -9.94898018,   5.23271513,   3.04021422,
        -4.06176566,   7.54369987,  -7.16485301,   0.18393124,
         1.53485497,   1.63071805,   4.42141466,   3.56911736,
        -4.26217852,   6.37063636,   2.5602519 ,  -5.92808201,
         4.06639182,   1.4403269 ,   2.12690962,   2.04071229,
        -0.45510342,  -3.32321831,  -1.62700222,  -3.17961669,
         0.25379254,  -6.36076507,  -1.50121388,   2.74663987,
         4.28899554,  -8.3071858 ,   1.05683561,   4.69154506,
         0.96585592,   3.89583791,   0.88243942,  -2.54357084,
         4.69532678, -14.6606004 ,  -0.05835011,  -1.44691948,
         0.25269116,  16.61475052,   1.03506119,  -8.50937806,
         7.95500235,   0.33950895])

average_error = sum(abs(prediction-test_label)/len(test_label))
average_error
#이거는 MAE이다.
#MAE는 stands for mean absolute error
# c.f.) MSE는 stands for mean square error임.
# c.f.) RMSE는 stands for root mean square error임.

3.464185812406718

💚 Linear Regression vs. Logistic Regression

• Linear Regression

: regression

가로축 feature, 세로축 label

y=wx+b를 찾는거임.

w와 b 찾기

find optimal one. (minimum error인 것으로)

• Logistic Regression

: for classification

가로축 module size, 세로축 양성인지, 음성인지.

세로축은 B(benigh) 아니면 M(malignant)임.

만약 이 문제를 linear regression으로 하면, y=ax+b꼴로 해야되는거니까, more data 점점 추가될 수록 그 기울기가 점점 작아질 것임.

x축이 0.5인 지점을 다 통과하는데, 모듈 추가됨에 따른 그래프가 기울기, y절편이 다 다름. (slope는 biased 됨, accuracy가 not high.)

💚 SIgmoid (logis regression이 쓰는 함수)

Sigmoid function

y=시그모이드(wx+b)

에서 wx+b가 아무리 크거나 아무리 작아도

범위가 0~1 사이임.

• Linear Regression은

y = w1x1 + w2x2 + ... + b 를 찾기 (w1, w2, ..를 찾는 방법은 얘기 안해줬음.)

얘는 fit을 쓰면 알아서 w1, w2, .... 를 찾아줬었음.

• Logistic Regression은

y = 시그모이드(w1x1 + w2x2 + ... + b) 를 찾기 => gradient descent method를 배울거임(?)

gradient dscent를 쓰면 알아서 w1, w1, .... 를 찾아줌.

🍓2🍓 Logistic Regression 코드

Breast Cancer Dataset으로 연습해보자.

# 1. Data

from sklearn import datasets

cancer = datasets.load_breast_cancer()

# 1.1 Data Analysis

cancer

{'DESCR': '.. _breast_cancer_dataset:\n\nBreast cancer wisconsin (diagnostic) dataset\n--------------------------------------------\n\n**Data Set Characteristics:**\n\n    :Number of Instances: 569\n\n    :Number of Attributes: 30 numeric, predictive attributes and the class\n\n    :Attribute Information:\n        - radius (mean of distances from center to points on the perimeter)\n        - texture (standard deviation of gray-scale values)\n        - perimeter\n        - area\n        - smoothness (local variation in radius lengths)\n        - compactness (perimeter^2 / area - 1.0)\n        - concavity (severity of concave portions of the contour)\n        - concave points (number of concave portions of the contour)\n        - symmetry \n        - fractal dimension ("coastline approximation" - 1)\n\n        The mean, standard error, and "worst" or largest (mean of the three\n        largest values) of these features were computed for each image,\n        resulting in 30 features.  For instance, field 3 is Mean Radius, field\n        13 is Radius SE, field 23 is Worst Radius.\n\n        - class:\n                - WDBC-Malignant\n                - WDBC-Benign\n\n    :Summary Statistics:\n\n    ===================================== ====== ======\n                                           Min    Max\n    ===================================== ====== ======\n    radius (mean):                        6.981  28.11\n    texture (mean):                       9.71   39.28\n    perimeter (mean):                     43.79  188.5\n    area (mean):                          143.5  2501.0\n    smoothness (mean):                    0.053  0.163\n    compactness (mean):                   0.019  0.345\n    concavity (mean):                     0.0    0.427\n    concave points (mean):                0.0    0.201\n    symmetry (mean):                      0.106  0.304\n    fractal dimension (mean):             0.05   0.097\n    radius (standard error):              0.112  2.873\n    texture (standard error):             0.36   4.885\n    perimeter (standard error):           0.757  21.98\n    area (standard error):                6.802  542.2\n    smoothness (standard error):          0.002  0.031\n    compactness (standard error):         0.002  0.135\n    concavity (standard error):           0.0    0.396\n    concave points (standard error):      0.0    0.053\n    symmetry (standard error):            0.008  0.079\n    fractal dimension (standard error):   0.001  0.03\n    radius (worst):                       7.93   36.04\n    texture (worst):                      12.02  49.54\n    perimeter (worst):                    50.41  251.2\n    area (worst):                         185.2  4254.0\n    smoothness (worst):                   0.071  0.223\n    compactness (worst):                  0.027  1.058\n    concavity (worst):                    0.0    1.252\n    concave points (worst):               0.0    0.291\n    symmetry (worst):                     0.156  0.664\n    fractal dimension (worst):            0.055  0.208\n    ===================================== ====== ======\n\n    :Missing Attribute Values: None\n\n    :Class Distribution: 212 - Malignant, 357 - Benign\n\n    :Creator:  Dr. William H. Wolberg, W. Nick Street, Olvi L. Mangasarian\n\n    :Donor: Nick Street\n\n    :Date: November, 1995\n\nThis is a copy of UCI ML Breast Cancer Wisconsin (Diagnostic) datasets.\nhttps://goo.gl/U2Uwz2\n\nFeatures are computed from a digitized image of a fine needle\naspirate (FNA) of a breast mass.  They describe\ncharacteristics of the cell nuclei present in the image.\n\nSeparating plane described above was obtained using\nMultisurface Method-Tree (MSM-T) [K. P. Bennett, "Decision Tree\nConstruction Via Linear Programming." Proceedings of the 4th\nMidwest Artificial Intelligence and Cognitive Science Society,\npp. 97-101, 1992], a classification method which uses linear\nprogramming to construct a decision tree.  Relevant features\nwere selected using an exhaustive search in the space of 1-4\nfeatures and 1-3 separating planes.\n\nThe actual linear program used to obtain the separating plane\nin the 3-dimensional space is that described in:\n[K. P. Bennett and O. L. Mangasarian: "Robust Linear\nProgramming Discrimination of Two Linearly Inseparable Sets",\nOptimization Methods and Software 1, 1992, 23-34].\n\nThis database is also available through the UW CS ftp server:\n\nftp ftp.cs.wisc.edu\ncd math-prog/cpo-dataset/machine-learn/WDBC/\n\n.. topic:: References\n\n   - W.N. Street, W.H. Wolberg and O.L. Mangasarian. Nuclear feature extraction \n     for breast tumor diagnosis. IS&T/SPIE 1993 International Symposium on \n     Electronic Imaging: Science and Technology, volume 1905, pages 861-870,\n     San Jose, CA, 1993.\n   - O.L. Mangasarian, W.N. Street and W.H. Wolberg. Breast cancer diagnosis and \n     prognosis via linear programming. Operations Research, 43(4), pages 570-577, \n     July-August 1995.\n   - W.H. Wolberg, W.N. Street, and O.L. Mangasarian. Machine learning techniques\n     to diagnose breast cancer from fine-needle aspirates. Cancer Letters 77 (1994) \n     163-171.',
 'data': array([[1.799e+01, 1.038e+01, 1.228e+02, ..., 2.654e-01, 4.601e-01,
         1.189e-01],
        [2.057e+01, 1.777e+01, 1.329e+02, ..., 1.860e-01, 2.750e-01,
         8.902e-02],
        [1.969e+01, 2.125e+01, 1.300e+02, ..., 2.430e-01, 3.613e-01,
         8.758e-02],
        ...,
        [1.660e+01, 2.808e+01, 1.083e+02, ..., 1.418e-01, 2.218e-01,
         7.820e-02],
        [2.060e+01, 2.933e+01, 1.401e+02, ..., 2.650e-01, 4.087e-01,
         1.240e-01],
        [7.760e+00, 2.454e+01, 4.792e+01, ..., 0.000e+00, 2.871e-01,
         7.039e-02]]),
 'feature_names': array(['mean radius', 'mean texture', 'mean perimeter', 'mean area',
        'mean smoothness', 'mean compactness', 'mean concavity',
        'mean concave points', 'mean symmetry', 'mean fractal dimension',
        'radius error', 'texture error', 'perimeter error', 'area error',
        'smoothness error', 'compactness error', 'concavity error',
        'concave points error', 'symmetry error',
        'fractal dimension error', 'worst radius', 'worst texture',
        'worst perimeter', 'worst area', 'worst smoothness',
        'worst compactness', 'worst concavity', 'worst concave points',
        'worst symmetry', 'worst fractal dimension'], dtype='<U23'),
 'filename': '/usr/local/lib/python3.7/dist-packages/sklearn/datasets/data/breast_cancer.csv',
 'target': array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1,
        0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0,
        0, 0, 1, 0, 1, 1, 1, 1, 1, 0, 0, 1, 0, 0, 1, 1, 1, 1, 0, 1, 0, 0,
        1, 1, 1, 1, 0, 1, 0, 0, 1, 0, 1, 0, 0, 1, 1, 1, 0, 0, 1, 0, 0, 0,
        1, 1, 1, 0, 1, 1, 0, 0, 1, 1, 1, 0, 0, 1, 1, 1, 1, 0, 1, 1, 0, 1,
        1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 1, 0, 0, 1, 1, 1, 0, 0, 1, 0, 1, 0,
        0, 1, 0, 0, 1, 1, 0, 1, 1, 0, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1,
        1, 1, 0, 1, 1, 1, 1, 0, 0, 1, 0, 1, 1, 0, 0, 1, 1, 0, 0, 1, 1, 1,
        1, 0, 1, 1, 0, 0, 0, 1, 0, 1, 0, 1, 1, 1, 0, 1, 1, 0, 0, 1, 0, 0,
        0, 0, 1, 0, 0, 0, 1, 0, 1, 0, 1, 1, 0, 1, 0, 0, 0, 0, 1, 1, 0, 0,
        1, 1, 1, 0, 1, 1, 1, 1, 1, 0, 0, 1, 1, 0, 1, 1, 0, 0, 1, 0, 1, 1,
        1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
        0, 0, 1, 1, 1, 1, 1, 1, 0, 1, 0, 1, 1, 0, 1, 1, 0, 1, 0, 0, 1, 1,
        1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 0, 1, 0, 1, 1, 1, 1, 1,
        1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 0, 1, 0, 1, 1, 1, 1, 0, 0,
        0, 1, 1, 1, 1, 0, 1, 0, 1, 0, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 0,
        0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 0, 0, 0, 1, 0, 0,
        1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1, 0, 1, 1, 0, 0, 1, 1,
        1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 1, 0,
        1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 0, 1, 0, 1, 1, 1, 1,
        1, 0, 1, 1, 0, 1, 0, 1, 1, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0,
        1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1,
        1, 1, 1, 0, 1, 0, 1, 1, 0, 1, 1, 1, 1, 1, 0, 0, 1, 0, 1, 0, 1, 1,
        1, 1, 1, 0, 1, 1, 0, 1, 0, 1, 0, 0, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1,
        1, 1, 1, 1, 1, 0, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
        1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 1]),
 'target_names': array(['malignant', 'benign'], dtype='<U9')}

type(cancer)
#요거는 dictionary data type이다.

sklearn.utils.Bunch

cancer.keys()

dict_keys(['data', 'target', 'target_names', 'DESCR', 'feature_names', 'filename'])

cancer['target_names'] #이것의 value 볼거임.
#malignant는 0 , benigh은 1

array(['malignant', 'benign'], dtype='<U9')

cancer['target']

array([0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1,
       0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0,
       0, 0, 1, 0, 1, 1, 1, 1, 1, 0, 0, 1, 0, 0, 1, 1, 1, 1, 0, 1, 0, 0,
       1, 1, 1, 1, 0, 1, 0, 0, 1, 0, 1, 0, 0, 1, 1, 1, 0, 0, 1, 0, 0, 0,
       1, 1, 1, 0, 1, 1, 0, 0, 1, 1, 1, 0, 0, 1, 1, 1, 1, 0, 1, 1, 0, 1,
       1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 1, 0, 0, 1, 1, 1, 0, 0, 1, 0, 1, 0,
       0, 1, 0, 0, 1, 1, 0, 1, 1, 0, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1,
       1, 1, 0, 1, 1, 1, 1, 0, 0, 1, 0, 1, 1, 0, 0, 1, 1, 0, 0, 1, 1, 1,
       1, 0, 1, 1, 0, 0, 0, 1, 0, 1, 0, 1, 1, 1, 0, 1, 1, 0, 0, 1, 0, 0,
       0, 0, 1, 0, 0, 0, 1, 0, 1, 0, 1, 1, 0, 1, 0, 0, 0, 0, 1, 1, 0, 0,
       1, 1, 1, 0, 1, 1, 1, 1, 1, 0, 0, 1, 1, 0, 1, 1, 0, 0, 1, 0, 1, 1,
       1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0,
       0, 0, 1, 1, 1, 1, 1, 1, 0, 1, 0, 1, 1, 0, 1, 1, 0, 1, 0, 0, 1, 1,
       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 0, 1, 0, 1, 1, 1, 1, 1,
       1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 0, 1, 0, 1, 1, 1, 1, 0, 0,
       0, 1, 1, 1, 1, 0, 1, 0, 1, 0, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 0,
       0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 0, 0, 0, 1, 0, 0,
       1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 1, 1, 0, 1, 1, 0, 0, 1, 1,
       1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 0, 1, 1, 0,
       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 0, 0, 1, 0, 1, 1, 1, 1,
       1, 0, 1, 1, 0, 1, 0, 1, 1, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0,
       1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1,
       1, 1, 1, 0, 1, 0, 1, 1, 0, 1, 1, 1, 1, 1, 0, 0, 1, 0, 1, 0, 1, 1,
       1, 1, 1, 0, 1, 1, 0, 1, 0, 1, 0, 0, 1, 1, 1, 0, 1, 1, 1, 1, 1, 1,
       1, 1, 1, 1, 1, 0, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1,
       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 1])

cancer['target'].shape

(569,)

cancer['data']

array([[1.799e+01, 1.038e+01, 1.228e+02, ..., 2.654e-01, 4.601e-01,
        1.189e-01],
       [2.057e+01, 1.777e+01, 1.329e+02, ..., 1.860e-01, 2.750e-01,
        8.902e-02],
       [1.969e+01, 2.125e+01, 1.300e+02, ..., 2.430e-01, 3.613e-01,
        8.758e-02],
       ...,
       [1.660e+01, 2.808e+01, 1.083e+02, ..., 1.418e-01, 2.218e-01,
        7.820e-02],
       [2.060e+01, 2.933e+01, 1.401e+02, ..., 2.650e-01, 4.087e-01,
        1.240e-01],
       [7.760e+00, 2.454e+01, 4.792e+01, ..., 0.000e+00, 2.871e-01,
        7.039e-02]])

type(cancer['data'])

numpy.ndarray

cancer['data']. shape
# row(세로; patients)는 569개, column(feature 수)은 30.

(569, 30)

cancer['feature_names']
#30개의 feature 있다. cell images임.
#즉, 각 patients는 30feature 있음.
#target은 row가 569, column 없음. 즉, 0,1,1,1,0, 이런 게 569개임.

array(['mean radius', 'mean texture', 'mean perimeter', 'mean area',
       'mean smoothness', 'mean compactness', 'mean concavity',
       'mean concave points', 'mean symmetry', 'mean fractal dimension',
       'radius error', 'texture error', 'perimeter error', 'area error',
       'smoothness error', 'compactness error', 'concavity error',
       'concave points error', 'symmetry error',
       'fractal dimension error', 'worst radius', 'worst texture',
       'worst perimeter', 'worst area', 'worst smoothness',
       'worst compactness', 'worst concavity', 'worst concave points',
       'worst symmetry', 'worst fractal dimension'], dtype='<U23')

target = cancer['target']
data = cancer['data']
# 이거 둘은 label임.

data.shape

(569, 30)

target.shape

(569,)

전에는 datasets.boston_hosing.load_data()가 저절로 training data와 test data가 들어갔음.

근데 이거는 그냥 data만 569개가 주어지는 거임. 나뉘어서 주어지는 게 아니구.

그래서 이걸 train data와 test data로 우리가 split 해주어야 해.

# 1.2 Train/Test Split

from sklearn.model_selection import train_test_split #이거는 function임.

# 2. Modeling (Hypothesis)

# 2.1 Import LinearRegression Class

from sklearn.linear_model import LogisticRegression

train_data, test_data, train_label, test_label = train_test_split(data, target, test_size = .2) 
#이 말은 training:test = 8:2로 나누겠단 소리임.

지금 이렇게 data가 train과 test용으로 나뉘어져서 주어지는지, 그냥 통째로 주어지는지는 housing 문제와 cancer 문제 특성에 따른 차이인가요, 아니면 linear regression, logistic regression 차이 인가요?

keras는 datasets 있다. boston housing,.. 등등

sklearn은 datasets 있다.boston housing, breast cancer, ... 등등

keras는 train_data, train_label, test_data, test_label으로 나누어서 주어짐.

sklearn은 그냥 통째로 주기 때문에, from sklearn.model_selection import train_test_split 으로 우리가 스스로 나눠야 함.

sklearn이 realistic 문제랑 비슷한거지. keras처럼 나눠서 주어지는 게 아니니까....

train_data.shape
#569의 80퍼

(455, 30)

test_data.shape
#569의 20퍼

(114, 30)

train_label.shape

(455,)

test_label.shape

(114,)

이제 잘 나뉘어졌네!

# 2.1 Import LinearRegression Class

from sklearn.linear_model import LogisticRegression

# 2.2 Instance (object) creation

model = LogisticRegression( )
# LogisticRegression 가 class
# model이 instance

y = sigmoid ( w1x1 + w2x2 + ... + w30x30 + b )

sigmoid(x) = 1/ (1+exp(-x))

# 3. Training

model.fit(train_data, train_label)
#이걸 씀으로써 each w1, w2, .., w30, b를 계산함 지가 알아서

/usr/local/lib/python3.7/dist-packages/sklearn/linear_model/_logistic.py:940: ConvergenceWarning: lbfgs failed to converge (status=1):
STOP: TOTAL NO. of ITERATIONS REACHED LIMIT.

Increase the number of iterations (max_iter) or scale the data as shown in:
    https://scikit-learn.org/stable/modules/preprocessing.html
Please also refer to the documentation for alternative solver options:
    https://scikit-learn.org/stable/modules/linear_model.html#logistic-regression
  extra_warning_msg=_LOGISTIC_SOLVER_CONVERGENCE_MSG)

LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True,
                   intercept_scaling=1, l1_ratio=None, max_iter=100,
                   multi_class='auto', n_jobs=None, penalty='l2',
                   random_state=None, solver='lbfgs', tol=0.0001, verbose=0,
                   warm_start=False)

# 4. Evaluation

#이제 predict 해보자. 이 array가 predict된 값들임.
prediction = model.predict(test_data)
prediction

array([1, 1, 1, 1, 1, 0, 0, 1, 1, 1, 1, 0, 1, 0, 1, 1, 1, 1, 1, 0, 1, 0,
       1, 0, 0, 1, 1, 0, 1, 1, 0, 0, 1, 0, 1, 1, 1, 0, 1, 0, 1, 1, 1, 0,
       1, 1, 0, 1, 1, 0, 0, 0, 1, 0, 1, 0, 1, 1, 0, 1, 1, 0, 1, 0, 1, 0,
       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 1, 1, 1, 0, 0, 0, 0, 1, 1, 1,
       1, 0, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 0,
       0, 1, 1, 0])

test_label #요게 true value.

array([1, 1, 1, 1, 1, 0, 0, 1, 0, 1, 1, 0, 1, 0, 1, 1, 1, 1, 1, 0, 1, 0,
       1, 0, 0, 1, 1, 0, 1, 1, 0, 0, 1, 0, 1, 1, 1, 0, 1, 0, 1, 1, 1, 0,
       1, 1, 0, 1, 1, 0, 0, 0, 1, 0, 1, 0, 1, 1, 0, 1, 1, 0, 1, 0, 1, 0,
       1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 1, 1, 0, 0, 0, 0, 1, 1, 1,
       1, 0, 1, 1, 0, 1, 1, 0, 1, 0, 0, 0, 1, 0, 1, 1, 1, 1, 1, 0, 1, 0,
       0, 1, 1, 0])

test_label.shape

(114,)

#predict된 거랑 true value랑 비교해보자.!
prediction == test_label

array([ True,  True,  True,  True,  True,  True,  True,  True, False,
        True,  True,  True,  True,  True,  True,  True,  True,  True,
        True,  True,  True,  True,  True,  True,  True,  True,  True,
        True,  True,  True,  True,  True,  True,  True,  True,  True,
        True,  True,  True,  True,  True,  True,  True,  True,  True,
        True,  True,  True,  True,  True,  True,  True,  True,  True,
        True,  True,  True,  True,  True,  True,  True,  True,  True,
        True,  True,  True,  True,  True,  True,  True,  True,  True,
        True,  True,  True,  True,  True,  True, False,  True,  True,
        True,  True,  True,  True,  True,  True,  True,  True,  True,
        True,  True, False,  True,  True,  True, False,  True,  True,
        True,  True,  True,  True,  True,  True,  True,  True, False,
        True,  True,  True,  True,  True,  True])

err = sum( prediction == test_label ) / len(test_label)
err
#이게 accuracy

0.956140350877193

print (f"Accuracy는 {err*100:.2f} % 이다. ")

Accuracy는 95.61 % 이다. 

model.coef_

array([[ 1.70719585,  0.07712159, -0.07507788,  0.00233099, -0.06089524,
        -0.31254166, -0.43912583, -0.18393748, -0.09309613, -0.01752502,
         0.09799375,  0.78429582,  0.38193021, -0.1067523 , -0.00565205,
        -0.0643206 , -0.09316118, -0.02372775, -0.0180765 , -0.00585395,
         1.97416728, -0.25014148, -0.20732745, -0.02596074, -0.1111455 ,
        -0.99799556, -1.22830777, -0.36075506, -0.26681228, -0.09546817]])

len(model.coef_)

1

model.coef_.shape #2차원이다. 30features를 의미. w1, w2, ..., w30까지!

(1, 30)

30개의 feature 중 which feature(parameter)가 중요할까?

coefficient = model.coef_

coefficient

array([[ 1.70719585,  0.07712159, -0.07507788,  0.00233099, -0.06089524,
        -0.31254166, -0.43912583, -0.18393748, -0.09309613, -0.01752502,
         0.09799375,  0.78429582,  0.38193021, -0.1067523 , -0.00565205,
        -0.0643206 , -0.09316118, -0.02372775, -0.0180765 , -0.00585395,
         1.97416728, -0.25014148, -0.20732745, -0.02596074, -0.1111455 ,
        -0.99799556, -1.22830777, -0.36075506, -0.26681228, -0.09546817]])

ordered_coefficient = np.sort(coefficient) #작은 것부터 정렬함.
ordered_coefficient

array([[-1.22830777, -0.99799556, -0.43912583, -0.36075506, -0.31254166,
        -0.26681228, -0.25014148, -0.20732745, -0.18393748, -0.1111455 ,
        -0.1067523 , -0.09546817, -0.09316118, -0.09309613, -0.07507788,
        -0.0643206 , -0.06089524, -0.02596074, -0.02372775, -0.0180765 ,
        -0.01752502, -0.00585395, -0.00565205,  0.00233099,  0.07712159,
         0.09799375,  0.38193021,  0.78429582,  1.70719585,  1.97416728]])

ordered_features = np.argsort(coefficient) #위에꺼 index순서를 알려줌. 
ordered_features

array([[26, 25,  6, 27,  5, 28, 21, 22,  7, 24, 13, 29, 16,  8,  2, 15,
         4, 23, 17, 18,  9, 19, 14,  3,  1, 10, 12, 11,  0, 20]])

cancer.keys()

dict_keys(['data', 'target', 'target_names', 'DESCR', 'feature_names', 'filename'])

cancer['feature_names']

array(['mean radius', 'mean texture', 'mean perimeter', 'mean area',
       'mean smoothness', 'mean compactness', 'mean concavity',
       'mean concave points', 'mean symmetry', 'mean fractal dimension',
       'radius error', 'texture error', 'perimeter error', 'area error',
       'smoothness error', 'compactness error', 'concavity error',
       'concave points error', 'symmetry error',
       'fractal dimension error', 'worst radius', 'worst texture',
       'worst perimeter', 'worst area', 'worst smoothness',
       'worst compactness', 'worst concavity', 'worst concave points',
       'worst symmetry', 'worst fractal dimension'], dtype='<U23')

feature_importance = []

for i in ordered_features :
  feature_importance.append(  cancer['feature_names'][i]  )

feature_importance

[array(['worst concavity', 'worst compactness', 'mean concavity',
        'worst concave points', 'mean compactness', 'worst symmetry',
        'worst texture', 'worst perimeter', 'mean concave points',
        'worst smoothness', 'area error', 'worst fractal dimension',
        'concavity error', 'mean symmetry', 'mean perimeter',
        'compactness error', 'mean smoothness', 'worst area',
        'concave points error', 'symmetry error', 'mean fractal dimension',
        'fractal dimension error', 'smoothness error', 'mean area',
        'mean texture', 'radius error', 'perimeter error', 'texture error',
        'mean radius', 'worst radius'], dtype='<U23')]

맨 뒤에꺼가 제일 중요.

매번 시도할 때마다 다름.

gradient descend method 에 따라 w1~w30가 ramdom number로 책정되기(?) 때문이다.

c.f.) linear regression으로 해보기

from sklearn.linear_model import LinearRegression

model_linear = LinearRegression()

model_linear.fit(train_data, train_label)

LinearRegression(copy_X=True, fit_intercept=True, n_jobs=None, normalize=False)

model_linear.predict(test_data) #이건 0,1가 아니라 regression problem

array([ 1.17288674,  1.14833695,  0.97558184,  0.82031729,  0.87656477,
        0.16539962,  0.3328924 ,  1.0447993 , -0.2262835 ,  1.16312904,
        0.75773325, -0.18464869,  0.9206778 ,  0.59467223,  1.01300174,
        0.94863298,  1.08000667,  1.1635453 ,  0.89169564,  0.04752882,
        1.10436576,  0.18770976,  1.00712435, -0.04271078,  0.13619335,
        1.04924647,  1.07930966, -0.12818027,  0.81245562,  1.16312485,
        0.12524922,  0.37254335,  1.17504346,  0.30058327,  1.03044207,
        1.15510303,  0.94223689, -0.26498537,  1.11334927,  0.28567175,
        0.81741287,  0.9088729 ,  1.1357912 ,  0.40288418,  0.9317861 ,
        0.82373386, -0.01771951,  0.94516813,  0.88976432, -0.10085456,
        0.46948502, -0.2200805 ,  0.83324697, -0.10487922,  0.67489728,
        0.3439804 ,  0.98679533,  0.82784864,  0.15798372,  0.9580344 ,
        0.70014632, -0.19481544,  0.99677797,  0.0299424 ,  1.04429713,
       -0.08381785,  1.06766542,  0.98347291,  0.97720069,  1.00122941,
        0.78913311,  0.64955334,  0.82541872,  0.89105676,  1.03779942,
        1.04470218,  0.27948055, -0.07121986,  0.63860788,  0.72062314,
        1.03296836,  0.1655604 , -0.25043163, -0.12606986,  0.36855022,
        0.97389535,  0.95960742,  0.79162007,  0.92279968, -0.16921669,
        0.70921671,  0.64133989,  0.60502933,  0.77438282,  0.92179723,
        0.12066607,  0.73662966, -0.03640237,  0.60254251,  0.24093267,
        0.91062664, -0.21246806,  1.12326176,  1.05043892,  0.736408  ,
        1.43792086,  0.99764755,  0.55869023,  1.06987176, -0.17666679,
       -0.62764337,  0.89810457,  0.76787076,  0.22980977])

c.f. ) 파이썬에서 비교해보는거 : ==로 함.

import numpy as np
a = np.array([1,2,3,4])
b = np.array([1,2,2,3])
a==b
#true는 1, false는 0임.

array([ True,  True, False, False])

💙 10월 7일 목 (week6_1)

💚 여러 algorithms 🍓

Linear regression : regression only

logistic regression : classification only

K-NN, SVM, Decision Tree, Random Forest, XGBoost : both regression and classification

• Very basic algorithms : K-NN

• Basic algorithms : linear regression, logistic regression, Decision Tree

• Advanced algorithms : SVM, Random Forest

• Super-Advanced algorithms(King of ML) : XGBoost(2018)

💚 K-Nearest Neighbors (k-NN) 개념

가로축 : 할당량이라는 feature

세로축 : HBP라는 feature

o : cardiovascular disease

x : healthy

train model하지 않는다.

k = 3라 하면, 세모에서 가까운 세 개 찾음.

2개가 o, 1개가 x니까

세모는 o라고 판단 내림.

k=5라 하면 o:x = 3:2니까 역시 o라고 판단.

🍓3🍓 KNN 코드

#방법1
from sklearn.datasets import load_breast_cancer
cancer = load_breast_cancer()
# 어차피 이 함수 하나만 쓸거니까 이 방식을 더 많이 씀. 메모리 절약

same as above

#방법2
from sklearn import datasets
cancer = datasets.load_breast_cancer()

data = cancer['data']
target = cancer['target']

from sklearn.model_selection import train_test_split
train_data, test_data, train_label, test_label = \
train_test_split(data,target, test_size=0.2)
train_data[0] 
#악성, 양성을 판가름 하는 30개의 feature 있다.
#test data와 target data를 랜덤하게 8:2로 나누기 때문에 계속 달라짐.

array([2.094e+01, 2.356e+01, 1.389e+02, 1.364e+03, 1.007e-01, 1.606e-01,
       2.712e-01, 1.310e-01, 2.205e-01, 5.898e-02, 1.004e+00, 8.208e-01,
       6.372e+00, 1.379e+02, 5.283e-03, 3.908e-02, 9.518e-02, 1.864e-02,
       2.401e-02, 5.002e-03, 2.558e+01, 2.700e+01, 1.653e+02, 2.010e+03,
       1.211e-01, 3.172e-01, 6.991e-01, 2.105e-01, 3.126e-01, 7.849e-02])

from sklearn.model_selection import train_test_split
train_data, test_data, train_label, test_label = train_test_split(data,target, test_size=0.2, random_state=99999)
train_data[0] 
#이렇게 random_state로써 아무 숫자(seed number; 0~2**32 -1까지만)나 딱 입력해주면 고정이 됨 걍.

array([9.676e+00, 1.314e+01, 6.412e+01, 2.725e+02, 1.255e-01, 2.204e-01,
       1.188e-01, 7.038e-02, 2.057e-01, 9.575e-02, 2.744e-01, 1.390e+00,
       1.787e+00, 1.767e+01, 2.177e-02, 4.888e-02, 5.189e-02, 1.450e-02,
       2.632e-02, 1.148e-02, 1.060e+01, 1.804e+01, 6.947e+01, 3.281e+02,
       2.006e-01, 3.663e-01, 2.913e-01, 1.075e-01, 2.848e-01, 1.364e-01])

from sklearn.neighbors import KNeighborsClassifier
# KNeighborsClassifer, KNeighborsRegressor, KNeighborsTransformer 중 선택할 수 있음.

#model = KNeighborsClassifier() 

model = KNeighborsClassifier(n_neighbors=3)
# 파라미터 : 괄호 안에 n_neighbots=3 이렇게 K를 설정할 수있음. default는 5임.
# 파라미터 : weights로 uniform, distance 설정 가능. default는 uniform임.  uniform은 equally weighted. distance는 짧은 거리인거를 더 more weight 쳐줌.

model.fit(train_data, train_label)

KNeighborsClassifier(algorithm='auto', leaf_size=30, metric='minkowski',
                     metric_params=None, n_jobs=None, n_neighbors=3, p=2,
                     weights='uniform')

prediction = model.predict(test_data)

prediction

array([0, 1, 1, 0, 1, 0, 0, 1, 0, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 1,
       1, 0, 1, 0, 1, 0, 0, 0, 0, 0, 1, 1, 1, 0, 1, 1, 0, 1, 0, 0, 1, 1,
       1, 0, 1, 0, 1, 0, 0, 1, 1, 0, 0, 1, 1, 0, 1, 1, 1, 0, 0, 0, 0, 0,
       1, 1, 1, 0, 1, 0, 1, 1, 1, 1, 1, 0, 1, 0, 1, 0, 0, 1, 1, 1, 0, 1,
       1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 0, 1, 1, 1, 1, 0, 1, 1, 1, 1, 0, 0,
       1, 1, 1, 0])

prediction == test_label

array([ True,  True,  True,  True,  True,  True,  True,  True,  True,
        True,  True,  True,  True,  True,  True,  True,  True, False,
        True,  True,  True,  True,  True,  True,  True,  True,  True,
        True,  True,  True,  True,  True,  True,  True,  True, False,
        True,  True,  True,  True,  True,  True,  True,  True,  True,
        True,  True,  True,  True,  True,  True,  True,  True,  True,
        True,  True,  True,  True,  True,  True,  True,  True,  True,
        True,  True,  True,  True,  True,  True,  True,  True,  True,
        True,  True,  True,  True,  True,  True,  True,  True,  True,
        True,  True,  True,  True,  True,  True,  True,  True, False,
        True,  True, False,  True,  True,  True,  True,  True,  True,
        True,  True,  True,  True,  True,  True,  True,  True,  True,
        True,  True,  True,  True,  True, False])

accuracy  = sum(prediction == test_label) / len(test_label) * 100
accuracy

95.6140350877193

print(f"accuracy는 {accuracy:.2f} %이다.")

accuracy는 95.61 %이다.

💚Support Vector Machine (SVM) 개념

support vector간 거리 : width = w

w가 maximize되는 게 좋다.

근데 문제는,

이런 데이터는 못..함...

이렇게 하기야 하겠지만 못하는 애들(panelty)가 있음.

slack(원래 support vector로부터의 거리), panelty constant를 최소화 해야함.

penalty x penalty constant

딜레마 : maximize w를 해야하면서, minimize penalty 해야함.

그림처럼 원형인 데이터는 x는 위로, o는 아래로 내려서 분류할 수 있음.

gaussian kernel function

🍓4🍓 SVM 코드

# Import library
from sklearn.datasets import load_breast_cancer
from sklearn.model_selection import train_test_split
from sklearn.svm import SVC #support vector classifier

# Load data
cancer = load_breast_cancer()
data = cancer['data']
target = cancer['target']

# Split data
train_data, test_data, train_label, test_label = train_test_split(data, target, test_size=0.2, random_state=999)

# Model training
model = SVC(C=0.1) #C의 default는 1이였음. more penalty 주기 위해 0.5로 함(?) decrease penalty 하려면 C=2
model.fit(train_data, train_label)

# Evaluation
prediction = model.predict(test_data)
accuracy = sum(prediction == test_label) / len(test_label) *100
print(accuracy)

84.21052631578947

cancer는 dictionary type이고, key인 'data'를 data에 넣음.

key인 'target'을 target에 넣음.

이것은 supervised learning임.

그 다음은 split data를 함. train과 test로!

random_state = ??어떤 숫자를 해줌으로써 seed를 딱 해줌. 안바뀌게!

그 다음은 # Model training

model = SVC() class의 instance를 model에 넣음.

model.fit(train_data, train_label) 하면 train 다 된거임.

그 다음은 # Evaluation

prediction이랑 test_label 이랑 비교함.

https://scikit-learn.org/stable/modules/generated/sklearn.svm.SVC.html

https://scikit-learn.org/stable/modules/generated/sklearn.neighbors.KNeighborsClassifier.html

💙 10월 12일 화 (week6_2)

💚 SVM 복습

코드 맨 첫부분엔 import library를 한다.

# Import Library
import numpy as np
from tensorflow import keras

지난시간엔 SVC (support vector machine)를 짧게 설명했다.

이거 다 배울라면 1달 넘게 걸림...

이젠 더 디테일하게 SVC 배우겠따!

2D 그래프,

가로축 x1(feature)

세로축 x2(another feature)

circle들과 x들이 있다.

SVC는 그 경계를 찾는 것! support vector를 찾는 것임.

support vector와 중심선은 curve가 아니고 line임.

중심선이 hyper plane임.

3D 그래프

x1, x2, x3의 세가지 feature이 축임.

이것도 마찬가지로 plane으로 영역 구분 가능.

4D 면 3D로 영역 구분,

5D 면 4D로 영역 구분.

뭐가됐든 어쨋던 hyperplane임.

hyperplane은 2 group으로 seperating하는 애임. => seperating hyperplane (line, plane, 3D, 4D 등등일 수 있음.)

2D 문제에서, hyper plane은 w1x1 + w2x2 + b로 표현 가능.

첫번째그룹 : w1x1 + w2x2 + b >= 0 임. (동그라미들)

두번째그룹 : w1x1 + w2x2 + b < 0 임. (엑스들)

젤 가까운 동글은 +1,

젤 가까운 엑스는 -1

젤 가까운 동글은 w1x1 + w2x2 + b = +1

젤 가까운 엑스는 w1x1 + w2x2 + b = -1 이다.

젤 가까운 동글 과 w1x1 + w2x2 + b = 0 line과의 거리는,

| w1x1+ w2x2 + b | / (w1^2 + w2^2 )^(0.5)

= 1 / (w1^2 + w2^2 )^(0.5) = 1/ |w|

support vector간 whole distance는 2 / (w1^2 + w2^2 )^(0.5) = 2/ |w| 이다.

support vector machine은 그 거리를 maximize 해야 한다. 즉, margin을 maximize 하는 것. 2 / |w| 를 mximize 해야 함.

이걸 하기 위해, 역수를, 즉 (w1^2 + w2^2 )^(0.5) / 2를 minimize 해보자!!

즉 w1^2 + w2^2 를 minimize 해보자!

이건 two features니까 이런 식이 나온 거임.

만약 1000 features 문제였더라면 (w1^2 + w2^2 + ... + w1000 ^2 )^(0.5) 를 minimize 해야햇을 거임.

이건 결국 (1/2) w ??????????????

largrange 라그랑주가 이 fomulation 찾음.

💚 SVM의 2 issue

🧸 1. not always seperable : line만으로 완벽히 o과 x를 나눌 수 없다 ㅜ.

1/2 w벡터T w벡터 + c*Sum( ) 를 minimize 해야함.

우리는 optimal c를 찾아야 함!!

원래는 c = 3, c =5 이런걸로 했었음.

penalty를 얼마나 줄지가 c 임.

🧸 2. 만약 x가 가운데에 원모양이구, 그 주변을 o가 둘르고 있다면, linear equation인 w1x1+w2x2 + w3x3 + ... 가지고는 표현 불가능. 그래서 변경(transfer, transform) 해줘야 함.

이건 gaussian 모양이다. 가운데에 x가 몰려있으니까. 3D로 바꿔서 위에있는 게 x, 아래있는 게 o라고 plane으로 나눔.

rbf : radial basis function 가지고 함.

w1x1 + w2x2 + b 와 같은 문제였더라면

w1x1^2 + w2 x2^2 + w3 x1x2로 바꿈.

w1x1 + w2x2 + w3x3 + b 와 같은 문제였더라면

w1x1^3 + w2 x2^3 + w3 x3^3 + w4 x1x2x3 + w5 x1제곱 x2 + w6 x1제곱 x3 + w7 x2제곱 x1 + .... 꼴의 polynomial로 바꺼야댐.

kernel 값은 default = 'rbf'임. 'linear', 'poly', 'rbf'로 할 수 있음 (?)

rbf에서 degree= 3 가 default임. degree =5 면 다 5승임.

model = SVC (kernel = 'poly', degree = 5)로 바꿀 수 있음.

rbf 방법이 제일 popular, 근데 어떤 경우는 poly가 나을 수도.

결국 우리는 C, kernel, degree를 결정해야 함.

Q ) 방금 알려준 위 아래로 나누는 게 rbf라는 거임 아님 poly란 거임? 그리고 왜 rbf가 디폴트임??

🧸 SVC랑 SVR 있음.

💚 Decision Tree 개념

//43쪽

decision tree

root에서 internal node로까지만, 즉 첫번째로 갈라지는 게 depth1

leaf node까지 갈라지는 게 depth 2

우리는 information gain을 maximize해야함. 어케 갈라지는지를 최대한 자세히(?).

//44 symbol notation

parent node와 child node 있다.

Dp : 부모의 dataset

Np : 부모의 number of samples

Impurity를 계산할 수 있다.

'#1' : 50퍼의 정확도임. higher impurity

(부모) 병있는 그룹 100, 건강 그룹 100을

(자식1) 병50, 건강50

(자식2) 병50, 건강50

으로 나누고 싶음.

'#2' : 이게 더 나은 방법임. 80퍼의 정확도. lower impurity

(부모) 병있는 그룹 100, 건강 그룹 100을

(자식1) 병20, 건강80

(자식2) 병80, 건강20

으로 나누고 싶음.

dicision tree는 2 group으로 나누는 거임.

두 그룹간 차별을 둬야 함. discriminate two groups.

last group은 only 1 group should be.

'#2' 처럼 되려면, impurity를 낮춰야 함.

자꾸자꾸 자식으로 내려갈 수록 impurity를 낮춰야 함.

I-G(t)는 Gini impurity at the node t

impurity 계산하는 방법은 ~~~

세번째 그림은 only one group 이니까 pure하고, impurity=0

node가 impurity = 0 될 때까지 반복하는 거임.

맨 왼쪽이 worst, 맨 오른쪽이 best.

I_H (t) Entroyp at the node t

맨 왼쪽이 I_H(t) = 1 , 안좋다

맨 우측이 I_H(t) =

가운데가 50:50, gini impurity 최대인 곳, entropy가 최대인 곳.

둘이 비슷하니까 원하는 거 하믄 돼.

sklearn 에선 gini impurity가지고 평가하는 게 default임.

parent node가 worst

gini 가지고 평가해보니, parent는 0.5임.

자식1은 ~~~.

자식 2는 ~~~.

자식1에게 갈 애들은 0.32 * (50/200)

자식에게 갈수록 impurity 적어짐./

informaion gain인 IG(Dp,f) 을 maximize 해야 함.

왼쪽보다 오른쪽이 나음.

이게 Deicision Tree란 거임.

c.f.)

🍓5🍓 Decision Tree 코드

decision 해볼라구 tree 해보겠다

# Import library
from sklearn.datasets import load_breast_cancer
from sklearn.model_selection import train_test_split
from sklearn.tree import DecisionTreeClassifier

# Load data
cancer = load_breast_cancer()
data = cancer['data']
target = cancer['target']

# Split data
train_data, test_data, train_label, test_label = train_test_split(data, target, test_size=0.2, random_state=999)

# Model training
model = DecisionTreeClassifier()
model.fit(train_data, train_label)

# Evaluation
prediction = model.predict(test_data)
accuracy = sum(prediction == test_label) / len(test_label) *100
print(accuracy)

92.10526315789474

💡 model = DecisionTreeClassifier() 에서의 파라미터

💡 파라미터 : criterion 은 디폴트가 'gini'임. 이거 말고 'entropy'로 해두 댐.

💡 파라미터 : splitter = 'best' 는 maximize information gain 하게 해주는 것.

💡 파라미터 : max_depth = None 이다. max_depth를 정할 수도 있음. 요게 가장 중요한 파라미터. performance는 나빠지겠지만 일단 뭐... 너무 깊은 deep tree는 accuracy가 나빠짐. 너~무 많이 해서.

ex) model = DecisionTreeClassifier(max_depth = 4) 등으로 할 수 있음.

💡 파라미터 : min_samples_split = 2 가 디폴트임.

💚 Random Forest 개념

Random forest 를 설명하고 끝내겠다.

decision tree가 가끔 bad performance 보여줌. 왜 그럴까? 를 생각해봤더니

oulier가 affects the decision tree.

그래서 어케 modify 할까..?

small decision tree 만들자!

예를들어, 1000 data, 100 features 가 원래 있는 문제인건데,

랜덤히 뽑힌 100 data, 10 features 갖고만 tree 만들고,

또 다른 걸로 tree 만들고 함.

숲을 만듦.

각 나무는 decision 있다.

그리고 이제 각 나무들 중 vote한다.

💙 10월 14일 목 (week7_1)

🍓5🍓 Decision Tree 코드

우리는 30 features 있다. for each patient.

0(malignant)인지 1(benign)인지 결정함.

어떤 feature는 중요, 어떤 feature는 별로 안중요.

그래서 어떤 feature가 중요한지 결정해야 함.

# Import library
from sklearn.datasets import load_breast_cancer
from sklearn.model_selection import train_test_split
from sklearn.tree import DecisionTreeClassifier

# Load data
cancer = load_breast_cancer()
data = cancer['data']
target = cancer['target']

# Split data
train_data, test_data, train_label, test_label = train_test_split(data, target, test_size=0.2, random_state=999)

# Model training
model = DecisionTreeClassifier()
model.fit(train_data, train_label)

# Evaluation
prediction = model.predict(test_data)
accuracy = sum(prediction == test_label) / len(test_label) *100
print(accuracy)

92.10526315789474

type(cancer) # 이것은 dictionary 이다.

sklearn.utils.Bunch

cancer.keys()

dict_keys(['data', 'target', 'target_names', 'DESCR', 'feature_names', 'filename'])

cancer['feature_names']

array(['mean radius', 'mean texture', 'mean perimeter', 'mean area',
       'mean smoothness', 'mean compactness', 'mean concavity',
       'mean concave points', 'mean symmetry', 'mean fractal dimension',
       'radius error', 'texture error', 'perimeter error', 'area error',
       'smoothness error', 'compactness error', 'concavity error',
       'concave points error', 'symmetry error',
       'fractal dimension error', 'worst radius', 'worst texture',
       'worst perimeter', 'worst area', 'worst smoothness',
       'worst compactness', 'worst concavity', 'worst concave points',
       'worst symmetry', 'worst fractal dimension'], dtype='<U23')

model.feature_importances_
#숫자 높은게 영향 많이 끼치는 애들
#0인 것은 영향을 안미치는 애들

array([0.        , 0.03776355, 0.        , 0.        , 0.        ,
       0.00720941, 0.        , 0.        , 0.        , 0.01523722,
       0.00236753, 0.        , 0.        , 0.01855336, 0.        ,
       0.        , 0.02698257, 0.        , 0.        , 0.02661934,
       0.02129366, 0.        , 0.73950172, 0.        , 0.00926378,
       0.        , 0.        , 0.09520786, 0.        , 0.        ])

for i in range(30) :
  print(f"{model.feature_importances_[i] : .4f}, {cancer['feature_names'][i]}" )

 0.0000, mean radius
 0.0378, mean texture
 0.0000, mean perimeter
 0.0000, mean area
 0.0000, mean smoothness
 0.0072, mean compactness
 0.0000, mean concavity
 0.0000, mean concave points
 0.0000, mean symmetry
 0.0152, mean fractal dimension
 0.0024, radius error
 0.0000, texture error
 0.0000, perimeter error
 0.0186, area error
 0.0000, smoothness error
 0.0000, compactness error
 0.0270, concavity error
 0.0000, concave points error
 0.0000, symmetry error
 0.0266, fractal dimension error
 0.0213, worst radius
 0.0000, worst texture
 0.7395, worst perimeter
 0.0000, worst area
 0.0093, worst smoothness
 0.0000, worst compactness
 0.0000, worst concavity
 0.0952, worst concave points
 0.0000, worst symmetry
 0.0000, worst fractal dimension

이제 얘를 정렬해보자.......

type(model.feature_importances_) #이건 numpy.ndarray 이다.

numpy.ndarray

model.feature_importances_.shape #이건 1D이고, 30개있다.

(30,)

import numpy as np
np.sort( model.feature_importances_ ) #이건 assending 해서 보여준다.

array([0.        , 0.        , 0.        , 0.        , 0.        ,
       0.        , 0.        , 0.        , 0.        , 0.        ,
       0.        , 0.        , 0.        , 0.        , 0.        ,
       0.        , 0.        , 0.        , 0.        , 0.00236753,
       0.00720941, 0.00926378, 0.01523722, 0.01855336, 0.02129366,
       0.02661934, 0.02698257, 0.03776355, 0.09520786, 0.73950172])

sorted_feature_importances = np.sort( model.feature_importances_ )
sorted_feature_importances

array([0.        , 0.        , 0.        , 0.        , 0.        ,
       0.        , 0.        , 0.        , 0.        , 0.        ,
       0.        , 0.        , 0.        , 0.        , 0.        ,
       0.        , 0.        , 0.        , 0.        , 0.00236753,
       0.00720941, 0.00926378, 0.01523722, 0.01855336, 0.02129366,
       0.02661934, 0.02698257, 0.03776355, 0.09520786, 0.73950172])

sorted_feature_importances = sorted_feature_importances[::-1] #하면 descending해준다. 중요!
sorted_feature_importances

array([0.73950172, 0.09520786, 0.03776355, 0.02698257, 0.02661934,
       0.02129366, 0.01855336, 0.01523722, 0.00926378, 0.00720941,
       0.00236753, 0.        , 0.        , 0.        , 0.        ,
       0.        , 0.        , 0.        , 0.        , 0.        ,
       0.        , 0.        , 0.        , 0.        , 0.        ,
       0.        , 0.        , 0.        , 0.        , 0.        ])

sorted_feature_index = np.argsort(model.feature_importances_)
sorted_feature_index = sorted_feature_index[::-1]
sorted_feature_index

array([22, 27,  1, 16, 19, 20, 13,  9, 24,  5, 10,  4,  3,  6,  7,  8,  2,
       29, 14, 11, 12, 28, 15, 17, 18, 21, 23, 25, 26,  0])

for i in sorted_feature_index : #이렇게 하면 i는 22, 27, .... 임.
  print(f"{model.feature_importances_[i] : .4f}, { cancer['feature_names'][i] }" ) #worst perimeter가 제일 중요한 파라미터인 것을 알 수 있따.
  #0인 것은 영향 안끼친단 소리임. feature 넘 많다고 생각하면 이것들을 exclude할 수 있다.

 0.7395, worst perimeter
 0.0952, worst concave points
 0.0378, mean texture
 0.0270, concavity error
 0.0266, fractal dimension error
 0.0213, worst radius
 0.0186, area error
 0.0152, mean fractal dimension
 0.0093, worst smoothness
 0.0072, mean compactness
 0.0024, radius error
 0.0000, mean smoothness
 0.0000, mean area
 0.0000, mean concavity
 0.0000, mean concave points
 0.0000, mean symmetry
 0.0000, mean perimeter
 0.0000, worst fractal dimension
 0.0000, smoothness error
 0.0000, texture error
 0.0000, perimeter error
 0.0000, worst symmetry
 0.0000, compactness error
 0.0000, concave points error
 0.0000, symmetry error
 0.0000, worst texture
 0.0000, worst area
 0.0000, worst compactness
 0.0000, worst concavity
 0.0000, mean radius

💚 decision tree 예시

Decision tree 예제.

XGBoost 오늘 배울꺼임.

XGBoost로 top 3 feature 뽑았고, 그게 LDH, hs-CRP, Lymphocyte 임.

이거가지고 죽을지, 살을지 결정.

우리는 sklearn으로 한다. import sklearn

💚 Random Forest 개념

many, small decision tree

new data가 각 tree에 들어가고,

각 tree가 results 만들어냄 : A, B, A, A, B, A, B, B, A

4A와 3B 이므로 결론은 A이다.

🌟 Many decision trees + bagging(Bootstrap Aggregating) + Feature Randomness

Bagging : random data sampling with replacement. 만약 3 data가 있는데, 중복을 허용해서 3개 선택함. ex) 2 1 2 이렇게 선택됨. 1000 data 있고, 1000 data를 뽑고 싶은 거라면, 그 1000 data엔 same data may exist. 그래서 원래의 1000data랑 뽑힌 거랑 다름.

Randomness : 랜덤하게 뽑음.

🍓6🍓 Random Forest 코드

# Import library
from sklearn.datasets import load_breast_cancer
from sklearn.model_selection import train_test_split
from sklearn.ensemble import RandomForestClassifier

# Load data
cancer = load_breast_cancer()
data = cancer['data']
target = cancer['target']

# Split data
train_data, test_data, train_label, test_label = train_test_split(data, target, test_size=0.2, random_state=999)

# Model training
model = RandomForestClassifier()
model.fit(train_data, train_label)

# Evaluation
prediction = model.predict(test_data)
accuracy = sum(prediction == test_label) / len(test_label) *100
print(accuracy)

94.73684210526315

이 방법이 decision tree 그거보다 더 정확함.

근데 그때그때 다름.

random_state = 999 이렇게 해줬는데 왜 다를까?

every single tree가 different data를 가짐.

또, feature가 random selected 되어서 그때마다 달라지는 것임.

💡 model = DecisionTreeClassifier()의 파라미터

💡 n_estimators = 100. small tree의 개수

💡 criterion = 'gini'. 아니면 'entropy' 가능.

💡 max_depth

💡 min_samples_split = 2

💡 min_samples_leaf = 1

💡 max_features = 'auto'. how many feature do you want to choose. default인 'auto'는 sqrt(n_features) 임. 100 feature면 이거 10로 함. 우리는 30feature니까 약 5.몇이니까 5개 선택함.

💡 bootstrap = True 는 randomly 하고 중복 허용. 1000sample 있었으면 1000sample 선택. (개수 같게) 만약 False로 하면 original data로 걍 한단 소리임.

💡 max_samples = None이고, int나 float로도 가능. none이면 기존 data를 그대로 사용(ex.1000개 데이터 있으면 그 1000개 그대로 다 사용), int인 100으로 하면, 100개의 data 가져와서 사용. floating이라고 쓰면, 0.1이라고 쓰면 10퍼만 갖고온다는 뜻.

train_data.shape
#하면 455 중에 455개를 뽑은 거임. 각 나무마다 다른 455개 데이터가 들어감. decision tree 개수는 100

(455, 30)

train_label.shape

(455,)

test_data.shape

(114, 30)

n_estimgators = 1000, bootstrap = 200, max_features = 3 로 하면,

🍓7🍓 XGBoost 코드

# Import library
from sklearn.datasets import load_breast_cancer
from sklearn.model_selection import train_test_split
from xgboost import XGBClassifier

# Load data
cancer = load_breast_cancer()
data = cancer['data']
target = cancer['target']

# Split data
train_data, test_data, train_label, test_label = train_test_split(data, target, test_size=0.2, random_state=999)

# Model training
model = XGBClassifier()
model.fit(train_data, train_label)

# Evaluation
prediction = model.predict(test_data)
accuracy = sum(prediction == test_label) / len(test_label) *100
print(accuracy)

93.85964912280701

💚 XGBoost 개념

이게 제일 powerful

sklearn은 XGBoost 지원 안함.

from xgboost import XGBClassifier

model = XGBClassifier()

• single : logistic regression, SVM, decision Tree

• bagging : Random Forest : parallel : 여러 개 만들고 그중에 vote.

• Boosting : model 만들고 계속 업그레이드 함. : sequential

4 data (주황, 연두, 연두, 주황) 있다고 하자.

drug dosage 따른 효과 있는지 없는지 판단. 즉 feature가 걍 한 개만..

8, 12 여야 effective (1) 5, 15면 non effective (0)

먼저, all initial prediction probability of 0.5 regadless of the dosage.

몇 mg이더라도 다 확률 0.5라고 해놓고 시작.

Residual : the differences between the observed and predicted values.

Similarity scores 얻음.

(식)

(0.5) * (1-0.5) + 0.5 x (1-0.5) + 0.5 x (1-0.5) + 0.5 x (1-0.5)

-0.5 + 0.5 + 0.5 - 0.5 를 square

이건 0임.

람다는 0 만드는 거 (?)

Make a tree

root로부터 leaf 찾아야 함.

이 네개를 나누는 방법엔 3가지 있음.

3:1, 2:2, 1:3

impurity랑 similarity랑 반대임

root는 impurity 크고(안좋음) , similarity 작다.

child 로 갈수록 impurity 줄여야 하고, similarity 커져야 함.

🍰 XGBoost

simularity score로 각각각 네모 판단

simularity score이 자식으로 갈수록 up 된다.

Information Gain =

( child_left similarity + child_right similarity ) - Parent similarity

🍰 Decesion Tree

impurity score이 자식으로 갈수록 down 된다.

Information Gain =

Parent Impurity - ( child_lefr impurity + child_right impurity )

💙 10월 19일 화 (week7_2)

💚 XGBoost

각 leaf는 number가지고 있다.

data -> blackbox -> 3 (number)

output이 2이기도 함. 즉, 걍 숫자임.

output이 나오는 확률이 있음. related to probability

blackbox에 따라 3이 나오는 확률 있고, 2 나오는 확률이 따로 있음.

확률은 0~100% 임.

0.5는 50% 의미.

0.7는 70% 의미.

근데,,,,,,,,,,, 3이라고 나오면 확률이 뭔지 어케 알지?

혹은 output이 -4면?

작은 숫자가 더 작은 확률임.

이걸 0~1로 어케 바꿀까?

p는 0~1 값 갖는 확률.

odds = p/(1-p) 로 정의됨.

p에 따라 odd가 그래프가 이런 꼴임.

p가 0~1이면

odds는 0~무한대

probability to log

odd에 log 취함.

그러면 log odd 는 -무한 ~ 무한

Probability = ~~~~

블랙박스에 data 넣으면

그 결과(확률을 의미)가 -무한 ~ +무한으로 나옴.

블랙박스의 결과가 -2 +2 -2 면

-2, +2를 odd에 넣어서 probability 구할 수 있따

Soft max 는

image인 data를 넣으면

deep neural network인 model이 3 things(곰, 개, 고양이)로 classify 하는 model이,

곰이라고 판단해야 함.

bear 37, cat -1 dog -2 로 결과 냄.

~ 로 계산해서 개에 대한 확률,

고양이 확률,

곰일 확률을 계산할 수 있다.

개일 확률 :

exp(-2) / exp(-2) + exp(-1) + exp(37)

XGBoost로 하니까 전보다 더 빨강, 연구 구분 잘하게 됨.

learning weight인 0.3을 조절할 수 있음.파라미터로써. deafult는 0.1임.

그럼 output인 -2가 -0.6인 셈임.

그 -0.6을 확률식에다가 넣는거임.

이렇게, 처음보다 확률이 달라졌음.

이 경우에 similarity scores left, right, gain 구해보니 이와 같음.

import xgboost as xgb
model_xg = xgb.XGBClassifier()
#혹은 같은 의미로,
from xgboost import XGBClassifier
model_xg = XGBClassifier()

XGBClassifier() 안에 넣을 수 있는 파라미터

learning_weight = 0.1가 default임.

❤️ 중간고사

#2
a='100'
b='1000'
print(a+b)
a+b

1001000

'1001000'

#3
a={'students': ['Amy', 'Joe', 'Paul'] , 'score' : [100,99,98]}
type(a['students'])

list

#4
print(tuple(a.keys()))

('students', 'score')

#5
#print(a[0])

#6
a=3
b=0
c=a**b + a*b
print(c)

1

#7
a = 'Hello'
b = 'Python'
c = a[-1] + b[1:3]
print(c)

oyt

#8
a = 'Python'
print(a[::-1][-1])

P

#9
my_string = "passion"
#my_string[0:2] ="ap"
#print(my_string)
my_string

'passion'

#10
my_string = 'Student said "Python is fun"'
result = my_string.split('"')
print(result)

['Student said ', 'Python is fun', '']

#11
my_words = 'I am hungry'
new_word = my_words[9::-3]
print(new_word)

rumI

#12
x = 'learning'
y = x.upper() + x.lower()
print(y)

LEARNINGlearning

#13
my_words = "I am good at python programming"
my_num = my_words.find('a') + my_words.count('a')
print(my_num)

5

#14
my_words = "** python programming **"
new_words = my_words.strip('   *')
print(new_words)

python programming

#15
a=10
b=3
add = a+b
dev = a/b 
print(f"The addtion is  {add} and the devision is {dev:1.2f}")

The addtion is  13 and the devision is 3.33

#16
a={1,2,3,4,5}
b=a.copy()
c=a.union(b)
print(c)

{1, 2, 3, 4, 5}

#17
a={1,2,3,4,5}
a.update([3,7])
print(a)

{1, 2, 3, 4, 5, 7}